In [1]:
import pandas as pd
import pandas_profiling
import numpy as np
df=pd.read_csv("../../data/train.csv")
pandas_profiling.ProfileReport(df)
Out[1]:

Overview

Dataset info

Number of variables 371
Number of observations 76020
Total Missing (%) 0.0%
Total size in memory 215.8 MiB
Average record size in memory 2.9 KiB

Variables types

Numeric 171
Categorical 0
Date 0
Text (Unique) 0
Rejected 200

Warnings

  • TARGET has 73012 / 96.0% zeros
  • delta_imp_amort_var18_1y3 is highly correlated with num_var18 (ρ = 1) Rejected
  • delta_imp_amort_var34_1y3 is highly correlated with saldo_var34 (ρ = 0.92468) Rejected
  • delta_imp_aport_var13_1y3 has 73948 / 97.3% zeros
  • delta_imp_aport_var17_1y3 is highly skewed (γ1 = 44.117)
  • delta_imp_aport_var17_1y3 has 75960 / 99.9% zeros
  • delta_imp_aport_var33_1y3 is highly skewed (γ1 = 275.72)
  • delta_imp_aport_var33_1y3 has 75996 / 100.0% zeros
  • delta_imp_compra_var44_1y3 is highly skewed (γ1 = 32.91)
  • delta_imp_compra_var44_1y3 has 75918 / 99.9% zeros
  • delta_imp_reemb_var13_1y3 is highly skewed (γ1 = 44.695)
  • delta_imp_reemb_var13_1y3 has 75982 / 100.0% zeros
  • delta_imp_reemb_var17_1y3 is highly skewed (γ1 = 61.629)
  • delta_imp_reemb_var17_1y3 has 75999 / 100.0% zeros
  • delta_imp_reemb_var33_1y3 is highly skewed (γ1 = 275.72)
  • delta_imp_reemb_var33_1y3 has 76019 / 100.0% zeros
  • delta_imp_trasp_var17_in_1y3 is highly skewed (γ1 = 137.85)
  • delta_imp_trasp_var17_in_1y3 has 76014 / 100.0% zeros
  • delta_imp_trasp_var17_out_1y3 is highly skewed (γ1 = 137.85)
  • delta_imp_trasp_var17_out_1y3 has 76016 / 100.0% zeros
  • delta_imp_trasp_var33_in_1y3 is highly skewed (γ1 = 123.29)
  • delta_imp_trasp_var33_in_1y3 has 76009 / 100.0% zeros
  • delta_imp_trasp_var33_out_1y3 is highly skewed (γ1 = 275.72)
  • delta_imp_trasp_var33_out_1y3 has 76019 / 100.0% zeros
  • delta_imp_venta_var44_1y3 is highly skewed (γ1 = 42.51)
  • delta_imp_venta_var44_1y3 has 75975 / 99.9% zeros
  • delta_num_aport_var13_1y3 is highly correlated with delta_imp_aport_var13_1y3 (ρ = 1) Rejected
  • delta_num_aport_var17_1y3 is highly correlated with delta_imp_aport_var17_1y3 (ρ = 1) Rejected
  • delta_num_aport_var33_1y3 is highly correlated with delta_imp_aport_var33_1y3 (ρ = 1) Rejected
  • delta_num_compra_var44_1y3 is highly correlated with delta_imp_compra_var44_1y3 (ρ = 1) Rejected
  • delta_num_reemb_var13_1y3 is highly correlated with delta_imp_reemb_var13_1y3 (ρ = 1) Rejected
  • delta_num_reemb_var17_1y3 is highly correlated with delta_imp_reemb_var17_1y3 (ρ = 1) Rejected
  • delta_num_reemb_var33_1y3 is highly correlated with delta_imp_reemb_var33_1y3 (ρ = 1) Rejected
  • delta_num_trasp_var17_in_1y3 is highly correlated with delta_imp_trasp_var17_in_1y3 (ρ = 1) Rejected
  • delta_num_trasp_var17_out_1y3 is highly correlated with delta_imp_trasp_var17_out_1y3 (ρ = 1) Rejected
  • delta_num_trasp_var33_in_1y3 is highly correlated with delta_imp_trasp_var33_in_1y3 (ρ = 1) Rejected
  • delta_num_trasp_var33_out_1y3 is highly correlated with delta_imp_trasp_var33_out_1y3 (ρ = 1) Rejected
  • delta_num_venta_var44_1y3 is highly correlated with delta_imp_venta_var44_1y3 (ρ = 1) Rejected
  • imp_amort_var18_hace3 has constant value 0 Rejected
  • imp_amort_var18_ult1 is highly correlated with saldo_var18 (ρ = 0.9998) Rejected
  • imp_amort_var34_hace3 has constant value 0 Rejected
  • imp_amort_var34_ult1 is highly correlated with saldo_var34 (ρ = 0.98908) Rejected
  • imp_aport_var13_hace3 has 74314 / 97.8% zeros
  • imp_aport_var13_ult1 is highly skewed (γ1 = 23.906)
  • imp_aport_var13_ult1 has 75619 / 99.5% zeros
  • imp_aport_var17_hace3 is highly correlated with saldo_var31 (ρ = 0.95585) Rejected
  • imp_aport_var17_ult1 is highly skewed (γ1 = 123.53)
  • imp_aport_var17_ult1 has 75976 / 99.9% zeros
  • imp_aport_var33_hace3 is highly skewed (γ1 = 99.429)
  • imp_aport_var33_hace3 has 75997 / 100.0% zeros
  • imp_aport_var33_ult1 is highly skewed (γ1 = 160.27)
  • imp_aport_var33_ult1 has 76013 / 100.0% zeros
  • imp_compra_var44_hace3 is highly skewed (γ1 = 124.56)
  • imp_compra_var44_hace3 has 75988 / 100.0% zeros
  • imp_compra_var44_ult1 is highly skewed (γ1 = 218.69)
  • imp_compra_var44_ult1 has 75936 / 99.9% zeros
  • imp_ent_var16_ult1 is highly skewed (γ1 = 67.268)
  • imp_ent_var16_ult1 has 72301 / 95.1% zeros
  • imp_op_var39_comer_ult1 has 66075 / 86.9% zeros
  • imp_op_var39_comer_ult3 has 64330 / 84.6% zeros
  • imp_op_var39_efect_ult1 is highly correlated with imp_op_var41_efect_ult1 (ρ = 0.99838) Rejected
  • imp_op_var39_efect_ult3 is highly correlated with imp_op_var41_efect_ult3 (ρ = 0.99927) Rejected
  • imp_op_var39_ult1 is highly correlated with imp_op_var41_ult1 (ρ = 0.9911) Rejected
  • imp_op_var40_comer_ult1 is highly skewed (γ1 = 45.835)
  • imp_op_var40_comer_ult1 has 75725 / 99.6% zeros
  • imp_op_var40_comer_ult3 is highly skewed (γ1 = 38.672)
  • imp_op_var40_comer_ult3 has 75672 / 99.5% zeros
  • imp_op_var40_efect_ult1 is highly skewed (γ1 = 149.53)
  • imp_op_var40_efect_ult1 has 75982 / 100.0% zeros
  • imp_op_var40_efect_ult3 is highly skewed (γ1 = 112.95)
  • imp_op_var40_efect_ult3 has 75975 / 99.9% zeros
  • imp_op_var40_ult1 is highly skewed (γ1 = 52.578)
  • imp_op_var40_ult1 has 75791 / 99.7% zeros
  • imp_op_var41_comer_ult1 is highly correlated with imp_op_var39_comer_ult1 (ρ = 0.96178) Rejected
  • imp_op_var41_comer_ult3 is highly correlated with imp_op_var39_comer_ult3 (ρ = 0.95984) Rejected
  • imp_op_var41_efect_ult1 is highly skewed (γ1 = 36.667)
  • imp_op_var41_efect_ult1 has 69336 / 91.2% zeros
  • imp_op_var41_efect_ult3 is highly skewed (γ1 = 61.995)
  • imp_op_var41_efect_ult3 has 67372 / 88.6% zeros
  • imp_op_var41_ult1 is highly skewed (γ1 = 20.997)
  • imp_op_var41_ult1 has 64388 / 84.7% zeros
  • imp_reemb_var13_hace3 has constant value 0 Rejected
  • imp_reemb_var13_ult1 is highly skewed (γ1 = 91.935)
  • imp_reemb_var13_ult1 has 75982 / 100.0% zeros
  • imp_reemb_var17_hace3 is highly skewed (γ1 = 275.72)
  • imp_reemb_var17_hace3 has 76019 / 100.0% zeros
  • imp_reemb_var17_ult1 is highly skewed (γ1 = 116.69)
  • imp_reemb_var17_ult1 has 76000 / 100.0% zeros
  • imp_reemb_var33_hace3 has constant value 0 Rejected
  • imp_reemb_var33_ult1 is highly correlated with delta_num_reemb_var33_1y3 (ρ = 1) Rejected
  • imp_sal_var16_ult1 is highly skewed (γ1 = 181.05)
  • imp_sal_var16_ult1 has 75924 / 99.9% zeros
  • imp_trans_var37_ult1 is highly skewed (γ1 = 36.319)
  • imp_trans_var37_ult1 has 66190 / 87.1% zeros
  • imp_trasp_var17_in_hace3 is highly skewed (γ1 = 225.27)
  • imp_trasp_var17_in_hace3 has 76018 / 100.0% zeros
  • imp_trasp_var17_in_ult1 is highly skewed (γ1 = 245.25)
  • imp_trasp_var17_in_ult1 has 76016 / 100.0% zeros
  • imp_trasp_var17_out_hace3 has constant value 0 Rejected
  • imp_trasp_var17_out_ult1 is highly skewed (γ1 = 194.39)
  • imp_trasp_var17_out_ult1 has 76016 / 100.0% zeros
  • imp_trasp_var33_in_hace3 is highly skewed (γ1 = 122.85)
  • imp_trasp_var33_in_hace3 has 76014 / 100.0% zeros
  • imp_trasp_var33_in_ult1 is highly skewed (γ1 = 215.45)
  • imp_trasp_var33_in_ult1 has 76015 / 100.0% zeros
  • imp_trasp_var33_out_hace3 has constant value 0 Rejected
  • imp_trasp_var33_out_ult1 is highly correlated with delta_num_trasp_var33_out_1y3 (ρ = 1) Rejected
  • imp_var43_emit_ult1 is highly skewed (γ1 = 35.436)
  • imp_var43_emit_ult1 has 70958 / 93.3% zeros
  • imp_var7_emit_ult1 is highly skewed (γ1 = 244.22)
  • imp_var7_emit_ult1 has 76017 / 100.0% zeros
  • imp_var7_recib_ult1 is highly skewed (γ1 = 91.595)
  • imp_var7_recib_ult1 has 75815 / 99.7% zeros
  • imp_venta_var44_hace3 is highly skewed (γ1 = 238.7)
  • imp_venta_var44_hace3 has 76017 / 100.0% zeros
  • imp_venta_var44_ult1 is highly correlated with imp_compra_var44_ult1 (ρ = 0.97841) Rejected
  • ind_var1 has 75734 / 99.6% zeros
  • ind_var10_ult1 has 69872 / 91.9% zeros
  • ind_var10cte_ult1 is highly correlated with ind_var10_ult1 (ρ = 0.931) Rejected
  • ind_var12 has 72564 / 95.5% zeros
  • ind_var12_0 has 70887 / 93.2% zeros
  • ind_var13 is highly correlated with ind_var13_0 (ρ = 0.98584) Rejected
  • ind_var13_0 has 72048 / 94.8% zeros
  • ind_var13_corto is highly correlated with ind_var13_corto_0 (ρ = 0.9821) Rejected
  • ind_var13_corto_0 is highly correlated with ind_var13_0 (ρ = 0.90208) Rejected
  • ind_var13_largo is highly correlated with ind_var13_largo_0 (ρ = 0.99147) Rejected
  • ind_var13_largo_0 has 75247 / 99.0% zeros
  • ind_var13_medio is highly correlated with ind_var13_medio_0 (ρ = 1) Rejected
  • ind_var13_medio_0 is highly skewed (γ1 = 194.96)
  • ind_var13_medio_0 has 76018 / 100.0% zeros
  • ind_var14 has 75617 / 99.5% zeros
  • ind_var14_0 has 74222 / 97.6% zeros
  • ind_var17 is highly skewed (γ1 = 26.232)
  • ind_var17 has 75910 / 99.9% zeros
  • ind_var17_0 is highly skewed (γ1 = 23.493)
  • ind_var17_0 has 75883 / 99.8% zeros
  • ind_var18 is highly correlated with ind_var18_0 (ρ = 1) Rejected
  • ind_var18_0 is highly skewed (γ1 = 194.96)
  • ind_var18_0 has 76018 / 100.0% zeros
  • ind_var19 has 75701 / 99.6% zeros
  • ind_var1_0 has 75149 / 98.9% zeros
  • ind_var2 has constant value 0 Rejected
  • ind_var20 has 75815 / 99.7% zeros
  • ind_var20_0 has 75744 / 99.6% zeros
  • ind_var24 is highly correlated with ind_var24_0 (ρ = 0.94338) Rejected
  • ind_var24_0 has 72799 / 95.8% zeros
  • ind_var25 is highly correlated with ind_var25_0 (ρ = 1) Rejected
  • ind_var25_0 is highly correlated with ind_var26 (ρ = 0.979) Rejected
  • ind_var25_cte has 74011 / 97.4% zeros
  • ind_var26 is highly correlated with ind_var26_cte (ρ = 0.94412) Rejected
  • ind_var26_0 is highly correlated with ind_var25_cte (ρ = 0.92447) Rejected
  • ind_var26_cte is highly correlated with ind_var26_0 (ρ = 0.94412) Rejected
  • ind_var27 has constant value 0 Rejected
  • ind_var27_0 has constant value 0 Rejected
  • ind_var28 has constant value 0 Rejected
  • ind_var28_0 has constant value 0 Rejected
  • ind_var29 is highly correlated with ind_var6 (ρ = 1) Rejected
  • ind_var29_0 is highly correlated with ind_var6_0 (ρ = 1) Rejected
  • ind_var2_0 has constant value 0 Rejected
  • ind_var30 has 20310 / 26.7% zeros
  • ind_var31 is highly correlated with ind_var31_0 (ρ = 0.92625) Rejected
  • ind_var31_0 has 75695 / 99.6% zeros
  • ind_var32 is highly correlated with ind_var32_0 (ρ = 1) Rejected
  • ind_var32_0 is highly correlated with ind_var32_cte (ρ = 0.94403) Rejected
  • ind_var32_cte is highly skewed (γ1 = 28.694)
  • ind_var32_cte has 75928 / 99.9% zeros
  • ind_var33 is highly correlated with ind_var33_0 (ρ = 0.91761) Rejected
  • ind_var33_0 is highly skewed (γ1 = 36.479)
  • ind_var33_0 has 75963 / 99.9% zeros
  • ind_var34 is highly correlated with ind_var34_0 (ρ = 1) Rejected
  • ind_var34_0 is highly skewed (γ1 = 194.96)
  • ind_var34_0 has 76018 / 100.0% zeros
  • ind_var37 is highly correlated with ind_var37_0 (ρ = 1) Rejected
  • ind_var37_0 is highly correlated with ind_var37_cte (ρ = 0.9465) Rejected
  • ind_var37_cte has 70524 / 92.8% zeros
  • ind_var39 is highly correlated with ind_var40 (ρ = 1) Rejected
  • ind_var39_0 has 9065 / 11.9% zeros
  • ind_var40 is highly correlated with ind_var1 (ρ = 0.99472) Rejected
  • ind_var40_0 is highly correlated with ind_var1_0 (ρ = 0.99826) Rejected
  • ind_var41 has constant value 0 Rejected
  • ind_var41_0 is highly correlated with ind_var39_0 (ρ = 0.98956) Rejected
  • ind_var43_emit_ult1 has 70958 / 93.3% zeros
  • ind_var43_recib_ult1 has 66190 / 87.1% zeros
  • ind_var44 is highly correlated with ind_var44_0 (ρ = 0.9497) Rejected
  • ind_var44_0 is highly skewed (γ1 = 22.992)
  • ind_var44_0 has 75877 / 99.8% zeros
  • ind_var46 has constant value 0 Rejected
  • ind_var46_0 has constant value 0 Rejected
  • ind_var5 has 25561 / 33.6% zeros
  • ind_var5_0 has 3191 / 4.2% zeros
  • ind_var6 is highly skewed (γ1 = 194.96)
  • ind_var6 has 76018 / 100.0% zeros
  • ind_var6_0 is highly skewed (γ1 = 97.467)
  • ind_var6_0 has 76012 / 100.0% zeros
  • ind_var7_emit_ult1 is highly skewed (γ1 = 159.18)
  • ind_var7_emit_ult1 has 76017 / 100.0% zeros
  • ind_var7_recib_ult1 has 75815 / 99.7% zeros
  • ind_var8 is highly correlated with ind_var8_0 (ρ = 0.93123) Rejected
  • ind_var8_0 has 73524 / 96.7% zeros
  • ind_var9_cte_ult1 is highly correlated with ind_var10cte_ult1 (ρ = 0.97286) Rejected
  • ind_var9_ult1 is highly correlated with ind_var9_cte_ult1 (ρ = 0.93608) Rejected
  • num_aport_var13_hace3 has 74314 / 97.8% zeros
  • num_aport_var13_ult1 is highly skewed (γ1 = 34.85)
  • num_aport_var13_ult1 has 75619 / 99.5% zeros
  • num_aport_var17_hace3 is highly skewed (γ1 = 85.757)
  • num_aport_var17_hace3 has 75998 / 100.0% zeros
  • num_aport_var17_ult1 is highly skewed (γ1 = 72.414)
  • num_aport_var17_ult1 has 75976 / 99.9% zeros
  • num_aport_var33_hace3 is highly skewed (γ1 = 97.663)
  • num_aport_var33_hace3 has 75997 / 100.0% zeros
  • num_aport_var33_ult1 is highly skewed (γ1 = 122.06)
  • num_aport_var33_ult1 has 76013 / 100.0% zeros
  • num_compra_var44_hace3 is highly skewed (γ1 = 63.058)
  • num_compra_var44_hace3 has 75988 / 100.0% zeros
  • num_compra_var44_ult1 is highly skewed (γ1 = 67.127)
  • num_compra_var44_ult1 has 75936 / 99.9% zeros
  • num_ent_var16_ult1 has 72301 / 95.1% zeros
  • num_med_var22_ult3 is highly correlated with num_var22_ult3 (ρ = 0.9484) Rejected
  • num_med_var45_ult3 has 51408 / 67.6% zeros
  • num_meses_var12_ult3 is highly correlated with num_var12 (ρ = 0.94489) Rejected
  • num_meses_var13_corto_ult3 is highly correlated with num_var13_corto (ρ = 0.95625) Rejected
  • num_meses_var13_largo_ult3 has 75477 / 99.3% zeros
  • num_meses_var13_medio_ult3 is highly correlated with num_var13_medio (ρ = 1) Rejected
  • num_meses_var17_ult3 is highly correlated with ind_var17 (ρ = 0.90774) Rejected
  • num_meses_var29_ult3 is highly skewed (γ1 = 136.84)
  • num_meses_var29_ult3 has 76015 / 100.0% zeros
  • num_meses_var33_ult3 is highly correlated with num_var33 (ρ = 0.9284) Rejected
  • num_meses_var39_vig_ult3 has 10164 / 13.4% zeros
  • num_meses_var44_ult3 is highly correlated with num_var44_0 (ρ = 0.93529) Rejected
  • num_meses_var5_ult3 is highly correlated with num_var5 (ρ = 0.90327) Rejected
  • num_meses_var8_ult3 is highly correlated with num_var8 (ρ = 0.91753) Rejected
  • num_op_var39_comer_ult1 is highly correlated with num_op_var39_ult1 (ρ = 0.93172) Rejected
  • num_op_var39_comer_ult3 is highly correlated with num_op_var39_comer_ult1 (ρ = 0.9177) Rejected
  • num_op_var39_efect_ult1 is highly correlated with num_op_var41_efect_ult3 (ρ = 0.90216) Rejected
  • num_op_var39_efect_ult3 is highly correlated with num_op_var39_efect_ult1 (ρ = 0.90325) Rejected
  • num_op_var39_hace2 is highly correlated with num_op_var41_hace2 (ρ = 0.9926) Rejected
  • num_op_var39_hace3 is highly correlated with num_op_var41_hace3 (ρ = 0.98912) Rejected
  • num_op_var39_ult1 is highly correlated with num_op_var41_ult3 (ρ = 0.92252) Rejected
  • num_op_var39_ult3 is highly correlated with num_op_var39_ult1 (ρ = 0.93546) Rejected
  • num_op_var40_comer_ult1 is highly skewed (γ1 = 55.374)
  • num_op_var40_comer_ult1 has 75725 / 99.6% zeros
  • num_op_var40_comer_ult3 is highly correlated with num_op_var40_comer_ult1 (ρ = 0.90001) Rejected
  • num_op_var40_efect_ult1 is highly skewed (γ1 = 101.23)
  • num_op_var40_efect_ult1 has 75982 / 100.0% zeros
  • num_op_var40_efect_ult3 is highly skewed (γ1 = 83.761)
  • num_op_var40_efect_ult3 has 75975 / 99.9% zeros
  • num_op_var40_hace2 is highly skewed (γ1 = 78.209)
  • num_op_var40_hace2 has 75918 / 99.9% zeros
  • num_op_var40_hace3 is highly skewed (γ1 = 249.06)
  • num_op_var40_hace3 has 76013 / 100.0% zeros
  • num_op_var40_ult1 is highly skewed (γ1 = 67.99)
  • num_op_var40_ult1 has 75791 / 99.7% zeros
  • num_op_var40_ult3 is highly correlated with num_op_var40_ult1 (ρ = 0.95596) Rejected
  • num_op_var41_comer_ult1 is highly correlated with num_op_var39_comer_ult1 (ρ = 0.97352) Rejected
  • num_op_var41_comer_ult3 is highly correlated with num_op_var41_comer_ult1 (ρ = 0.91944) Rejected
  • num_op_var41_efect_ult1 has 69336 / 91.2% zeros
  • num_op_var41_efect_ult3 is highly correlated with num_op_var41_efect_ult1 (ρ = 0.90325) Rejected
  • num_op_var41_hace2 has 67679 / 89.0% zeros
  • num_op_var41_hace3 is highly skewed (γ1 = 25.824)
  • num_op_var41_hace3 has 75044 / 98.7% zeros
  • num_op_var41_ult1 has 64388 / 84.7% zeros
  • num_op_var41_ult3 is highly correlated with num_op_var41_ult1 (ρ = 0.93425) Rejected
  • num_reemb_var13_hace3 has constant value 0 Rejected
  • num_reemb_var13_ult1 is highly correlated with delta_num_reemb_var13_1y3 (ρ = 1) Rejected
  • num_reemb_var17_hace3 is highly correlated with imp_reemb_var17_hace3 (ρ = 1) Rejected
  • num_reemb_var17_ult1 is highly skewed (γ1 = 149.27)
  • num_reemb_var17_ult1 has 76000 / 100.0% zeros
  • num_reemb_var33_hace3 has constant value 0 Rejected
  • num_reemb_var33_ult1 is highly correlated with imp_reemb_var33_ult1 (ρ = 1) Rejected
  • num_sal_var16_ult1 is highly skewed (γ1 = 42.773)
  • num_sal_var16_ult1 has 75924 / 99.9% zeros
  • num_trasp_var11_ult1 is highly skewed (γ1 = 23.013)
  • num_trasp_var11_ult1 has 74384 / 97.8% zeros
  • num_trasp_var17_in_hace3 is highly correlated with imp_trasp_var17_in_hace3 (ρ = 0.99975) Rejected
  • num_trasp_var17_in_ult1 is highly correlated with delta_num_trasp_var17_in_1y3 (ρ = 1) Rejected
  • num_trasp_var17_out_hace3 has constant value 0 Rejected
  • num_trasp_var17_out_ult1 is highly correlated with delta_num_trasp_var17_out_1y3 (ρ = 1) Rejected
  • num_trasp_var33_in_hace3 is highly correlated with imp_trasp_var33_in_hace3 (ρ = 0.96972) Rejected
  • num_trasp_var33_in_ult1 is highly correlated with delta_num_trasp_var33_in_1y3 (ρ = 0.94868) Rejected
  • num_trasp_var33_out_hace3 has constant value 0 Rejected
  • num_trasp_var33_out_ult1 is highly correlated with imp_trasp_var33_out_ult1 (ρ = 1) Rejected
  • num_var1 is highly correlated with ind_var39 (ρ = 0.99304) Rejected
  • num_var12 is highly correlated with ind_var24 (ρ = 0.90353) Rejected
  • num_var12_0 is highly skewed (γ1 = 28.073)
  • num_var12_0 has 70887 / 93.2% zeros
  • num_var13 is highly correlated with num_var13_0 (ρ = 0.97792) Rejected
  • num_var13_0 is highly correlated with ind_var13 (ρ = 0.94574) Rejected
  • num_var13_corto is highly correlated with num_var13_corto_0 (ρ = 0.97678) Rejected
  • num_var13_corto_0 is highly correlated with ind_var13_corto (ρ = 0.97648) Rejected
  • num_var13_largo is highly correlated with num_var13_largo_0 (ρ = 0.97917) Rejected
  • num_var13_largo_0 is highly correlated with ind_var13_largo (ρ = 0.90496) Rejected
  • num_var13_medio is highly correlated with num_var13_medio_0 (ρ = 1) Rejected
  • num_var13_medio_0 is highly correlated with ind_var13_medio (ρ = 1) Rejected
  • num_var14 is highly correlated with ind_var14 (ρ = 0.98588) Rejected
  • num_var14_0 is highly skewed (γ1 = 81.541)
  • num_var14_0 has 74222 / 97.6% zeros
  • num_var17 is highly skewed (γ1 = 46.416)
  • num_var17 has 75910 / 99.9% zeros
  • num_var17_0 is highly skewed (γ1 = 47.384)
  • num_var17_0 has 75883 / 99.8% zeros
  • num_var18 is highly correlated with num_var18_0 (ρ = 1) Rejected
  • num_var18_0 is highly correlated with ind_var18 (ρ = 1) Rejected
  • num_var1_0 is highly correlated with ind_var40_0 (ρ = 0.99711) Rejected
  • num_var20 is highly correlated with ind_var20 (ρ = 1) Rejected
  • num_var20_0 is highly correlated with ind_var20_0 (ρ = 1) Rejected
  • num_var22_hace2 has 60541 / 79.6% zeros
  • num_var22_hace3 has 61880 / 81.4% zeros
  • num_var22_ult1 has 67953 / 89.4% zeros
  • num_var22_ult3 has 49954 / 65.7% zeros
  • num_var24 is highly correlated with num_var24_0 (ρ = 0.94198) Rejected
  • num_var24_0 is highly correlated with ind_var24 (ρ = 0.94148) Rejected
  • num_var25 is highly correlated with num_var25_0 (ρ = 1) Rejected
  • num_var25_0 is highly correlated with num_var26 (ρ = 0.97499) Rejected
  • num_var26 is highly correlated with num_var26_0 (ρ = 1) Rejected
  • num_var26_0 has 74147 / 97.5% zeros
  • num_var27 has constant value 0 Rejected
  • num_var27_0 has constant value 0 Rejected
  • num_var28 has constant value 0 Rejected
  • num_var28_0 has constant value 0 Rejected
  • num_var29 is highly correlated with num_var6 (ρ = 1) Rejected
  • num_var29_0 is highly correlated with num_var6_0 (ρ = 1) Rejected
  • num_var2_0_ult1 has constant value 0 Rejected
  • num_var2_ult1 has constant value 0 Rejected
  • num_var30 has 20310 / 26.7% zeros
  • num_var31 is highly skewed (γ1 = 34.384)
  • num_var31 has 75741 / 99.6% zeros
  • num_var31_0 is highly correlated with num_var17_0 (ρ = 0.91166) Rejected
  • num_var32 is highly correlated with num_var32_0 (ρ = 1) Rejected
  • num_var32_0 is highly correlated with ind_var32 (ρ = 0.91981) Rejected
  • num_var33 is highly correlated with num_var33_0 (ρ = 0.90493) Rejected
  • num_var33_0 is highly correlated with ind_var33_0 (ρ = 0.92298) Rejected
  • num_var34 is highly correlated with num_var34_0 (ρ = 1) Rejected
  • num_var34_0 is highly correlated with ind_var34 (ρ = 1) Rejected
  • num_var35 is highly correlated with num_var4 (ρ = 0.98313) Rejected
  • num_var37 is highly correlated with num_var37_0 (ρ = 1) Rejected
  • num_var37_0 is highly correlated with num_var37_med_ult2 (ρ = 0.92619) Rejected
  • num_var37_med_ult2 has 72452 / 95.3% zeros
  • num_var39 is highly correlated with num_var40 (ρ = 1) Rejected
  • num_var39_0 has 9065 / 11.9% zeros
  • num_var4 has 19528 / 25.7% zeros
  • num_var40 is highly correlated with num_var1 (ρ = 0.99304) Rejected
  • num_var40_0 is highly correlated with num_var1_0 (ρ = 0.99769) Rejected
  • num_var41 has constant value 0 Rejected
  • num_var41_0 is highly correlated with num_var39_0 (ρ = 0.95018) Rejected
  • num_var42 has 21908 / 28.8% zeros
  • num_var42_0 is highly correlated with num_var12_0 (ρ = 0.90809) Rejected
  • num_var43_emit_ult1 has 70958 / 93.3% zeros
  • num_var43_recib_ult1 has 66190 / 87.1% zeros
  • num_var44 is highly correlated with num_var44_0 (ρ = 0.94717) Rejected
  • num_var44_0 is highly correlated with ind_var44 (ρ = 0.94717) Rejected
  • num_var45_hace2 is highly correlated with num_med_var45_ult3 (ρ = 0.90812) Rejected
  • num_var45_hace3 has 50663 / 66.6% zeros
  • num_var45_ult1 has 54392 / 71.5% zeros
  • num_var45_ult3 is highly correlated with num_var45_hace2 (ρ = 0.90996) Rejected
  • num_var46 has constant value 0 Rejected
  • num_var46_0 has constant value 0 Rejected
  • num_var5 is highly correlated with ind_var5 (ρ = 0.99371) Rejected
  • num_var5_0 is highly correlated with ind_var5_0 (ρ = 0.92278) Rejected
  • num_var6 is highly correlated with ind_var29 (ρ = 1) Rejected
  • num_var6_0 is highly correlated with ind_var29_0 (ρ = 1) Rejected
  • num_var7_emit_ult1 is highly correlated with ind_var7_emit_ult1 (ρ = 1) Rejected
  • num_var7_recib_ult1 is highly skewed (γ1 = 36.793)
  • num_var7_recib_ult1 has 75815 / 99.7% zeros
  • num_var8 is highly correlated with num_var8_0 (ρ = 0.9311) Rejected
  • num_var8_0 is highly correlated with ind_var8 (ρ = 0.9311) Rejected
  • num_venta_var44_hace3 is highly correlated with imp_venta_var44_hace3 (ρ = 0.90763) Rejected
  • num_venta_var44_ult1 is highly skewed (γ1 = 93.224)
  • num_venta_var44_ult1 has 75976 / 99.9% zeros
  • saldo_medio_var12_hace2 is highly skewed (γ1 = 26.357)
  • saldo_medio_var12_hace2 has 73024 / 96.1% zeros
  • saldo_medio_var12_hace3 is highly skewed (γ1 = 28.711)
  • saldo_medio_var12_hace3 has 74734 / 98.3% zeros
  • saldo_medio_var12_ult1 is highly correlated with saldo_medio_var12_hace2 (ρ = 0.91687) Rejected
  • saldo_medio_var12_ult3 is highly correlated with saldo_medio_var12_ult1 (ρ = 0.98594) Rejected
  • saldo_medio_var13_corto_hace2 has 73047 / 96.1% zeros
  • saldo_medio_var13_corto_hace3 is highly skewed (γ1 = 20.953)
  • saldo_medio_var13_corto_hace3 has 74657 / 98.2% zeros
  • saldo_medio_var13_corto_ult1 is highly correlated with saldo_medio_var13_corto_hace2 (ρ = 0.91928) Rejected
  • saldo_medio_var13_corto_ult3 is highly correlated with saldo_medio_var13_corto_ult1 (ρ = 0.98837) Rejected
  • saldo_medio_var13_largo_hace2 is highly skewed (γ1 = 25.083)
  • saldo_medio_var13_largo_hace2 has 75532 / 99.4% zeros
  • saldo_medio_var13_largo_hace3 is highly skewed (γ1 = 53.563)
  • saldo_medio_var13_largo_hace3 has 75722 / 99.6% zeros
  • saldo_medio_var13_largo_ult1 is highly correlated with saldo_medio_var13_largo_hace2 (ρ = 0.91773) Rejected
  • saldo_medio_var13_largo_ult3 is highly correlated with saldo_medio_var13_largo_ult1 (ρ = 0.98706) Rejected
  • saldo_medio_var13_medio_hace2 is highly correlated with num_meses_var13_medio_ult3 (ρ = 0.98717) Rejected
  • saldo_medio_var13_medio_hace3 has constant value 0 Rejected
  • saldo_medio_var13_medio_ult1 is highly correlated with saldo_medio_var13_medio_hace2 (ρ = 0.94487) Rejected
  • saldo_medio_var13_medio_ult3 is highly correlated with saldo_medio_var13_medio_ult1 (ρ = 0.99701) Rejected
  • saldo_medio_var17_hace2 is highly correlated with imp_aport_var17_hace3 (ρ = 0.99594) Rejected
  • saldo_medio_var17_hace3 is highly correlated with saldo_medio_var17_hace2 (ρ = 0.99366) Rejected
  • saldo_medio_var17_ult1 is highly correlated with saldo_medio_var17_hace3 (ρ = 0.97149) Rejected
  • saldo_medio_var17_ult3 is highly correlated with saldo_medio_var17_ult1 (ρ = 0.9973) Rejected
  • saldo_medio_var29_hace2 is highly skewed (γ1 = 224.55)
  • saldo_medio_var29_hace2 has 76016 / 100.0% zeros
  • saldo_medio_var29_hace3 is highly skewed (γ1 = 275.72)
  • saldo_medio_var29_hace3 has 76019 / 100.0% zeros
  • saldo_medio_var29_ult1 is highly correlated with saldo_var29 (ρ = 0.94144) Rejected
  • saldo_medio_var29_ult3 is highly correlated with saldo_medio_var29_ult1 (ρ = 0.95024) Rejected
  • saldo_medio_var33_hace2 is highly skewed (γ1 = 74.059)
  • saldo_medio_var33_hace2 has 75977 / 99.9% zeros
  • saldo_medio_var33_hace3 is highly skewed (γ1 = 120.88)
  • saldo_medio_var33_hace3 has 75996 / 100.0% zeros
  • saldo_medio_var33_ult1 is highly correlated with saldo_var33 (ρ = 0.99863) Rejected
  • saldo_medio_var33_ult3 is highly correlated with saldo_medio_var33_ult1 (ρ = 0.99203) Rejected
  • saldo_medio_var44_hace2 is highly skewed (γ1 = 151.92)
  • saldo_medio_var44_hace2 has 75921 / 99.9% zeros
  • saldo_medio_var44_hace3 is highly skewed (γ1 = 120.07)
  • saldo_medio_var44_hace3 has 75988 / 100.0% zeros
  • saldo_medio_var44_ult1 is highly correlated with saldo_var44 (ρ = 0.91022) Rejected
  • saldo_medio_var44_ult3 is highly correlated with saldo_medio_var44_ult1 (ρ = 0.96817) Rejected
  • saldo_medio_var5_hace2 is highly skewed (γ1 = 22.401)
  • saldo_medio_var5_hace2 has 23241 / 30.6% zeros
  • saldo_medio_var5_hace3 is highly skewed (γ1 = 70.032)
  • saldo_medio_var5_hace3 has 29637 / 39.0% zeros
  • saldo_medio_var5_ult1 is highly skewed (γ1 = 25.975)
  • saldo_medio_var5_ult1 has 24664 / 32.4% zeros
  • saldo_medio_var5_ult3 is highly skewed (γ1 = 26.621)
  • saldo_medio_var5_ult3 has 24664 / 32.4% zeros
  • saldo_medio_var8_hace2 is highly skewed (γ1 = 69.756)
  • saldo_medio_var8_hace2 has 74628 / 98.2% zeros
  • saldo_medio_var8_hace3 is highly skewed (γ1 = 106.21)
  • saldo_medio_var8_hace3 has 75536 / 99.4% zeros
  • saldo_medio_var8_ult1 is highly correlated with saldo_var8 (ρ = 0.92552) Rejected
  • saldo_medio_var8_ult3 is highly correlated with saldo_medio_var8_ult1 (ρ = 0.94698) Rejected
  • saldo_var1 is highly skewed (γ1 = 271.72)
  • saldo_var1 has 75734 / 99.6% zeros
  • saldo_var12 has 72564 / 95.5% zeros
  • saldo_var13 has 72154 / 94.9% zeros
  • saldo_var13_corto has 72867 / 95.9% zeros
  • saldo_var13_largo is highly skewed (γ1 = 22.53)
  • saldo_var13_largo has 75260 / 99.0% zeros
  • saldo_var13_medio is highly skewed (γ1 = 248.82)
  • saldo_var13_medio has 76018 / 100.0% zeros
  • saldo_var14 is highly skewed (γ1 = 93.593)
  • saldo_var14 has 75617 / 99.5% zeros
  • saldo_var17 is highly skewed (γ1 = 258.44)
  • saldo_var17 has 75910 / 99.9% zeros
  • saldo_var18 is highly correlated with saldo_var1 (ρ = 0.99986) Rejected
  • saldo_var20 is highly skewed (γ1 = 163.86)
  • saldo_var20 has 75815 / 99.7% zeros
  • saldo_var24 is highly correlated with saldo_var12 (ρ = 0.99693) Rejected
  • saldo_var25 is highly correlated with saldo_var26 (ρ = 0.98523) Rejected
  • saldo_var26 is highly skewed (γ1 = 30.322)
  • saldo_var26 has 74147 / 97.5% zeros
  • saldo_var27 has constant value 0 Rejected
  • saldo_var28 has constant value 0 Rejected
  • saldo_var29 is highly correlated with saldo_var6 (ρ = 1) Rejected
  • saldo_var2_ult1 has constant value 0 Rejected
  • saldo_var30 has 20310 / 26.7% zeros
  • saldo_var31 is highly correlated with saldo_var17 (ρ = 0.97402) Rejected
  • saldo_var32 is highly skewed (γ1 = 50.927)
  • saldo_var32 has 75938 / 99.9% zeros
  • saldo_var33 is highly skewed (γ1 = 106.97)
  • saldo_var33 has 75972 / 99.9% zeros
  • saldo_var34 is highly correlated with num_var34 (ρ = 0.92468) Rejected
  • saldo_var37 is highly skewed (γ1 = 70.206)
  • saldo_var37 has 71059 / 93.5% zeros
  • saldo_var40 is highly skewed (γ1 = 42.157)
  • saldo_var40 has 75737 / 99.6% zeros
  • saldo_var41 has constant value 0 Rejected
  • saldo_var42 is highly correlated with saldo_var24 (ρ = 0.97527) Rejected
  • saldo_var44 is highly skewed (γ1 = 98.928)
  • saldo_var44 has 75891 / 99.8% zeros
  • saldo_var46 has constant value 0 Rejected
  • saldo_var5 is highly skewed (γ1 = 26.986)
  • saldo_var5 has 25561 / 33.6% zeros
  • saldo_var6 is highly correlated with num_var29 (ρ = 0.97243) Rejected
  • saldo_var8 is highly skewed (γ1 = 53.51)
  • saldo_var8 has 73846 / 97.1% zeros
  • var21 is highly skewed (γ1 = 20.538)
  • var21 has 75152 / 98.9% zeros
  • var3 is highly skewed (γ1 = -25.542)
  • var38 is highly skewed (γ1 = 51.275)

Variables

ID
Numeric

Distinct count 76020
Unique (%) 100.0%
Missing (%) 0.0%
Missing (n) 0
Mean 75964
Minimum 1
Maximum 151838
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 7632
Q1 38105
Median 76043
Q3 113750
95-th percentile 144220
Maximum 151838
Range 151837
Interquartile range 75644

Descriptive statistics

Standard deviation 43782
Coef of variation 0.57635
Kurtosis -1.1976
Mean 75964
MAD 37919
Skewness -0.0019975
Sum 5774787136
Variance 1916900000
Memory size 593.9 KiB

TARGET
Numeric

Distinct count 2
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.039569
Minimum 0
Maximum 1
Zeros (%) 96.0%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 1
Range 1
Interquartile range 0

Descriptive statistics

Standard deviation 0.19494
Coef of variation 4.9268
Kurtosis 20.315
Mean 0.039569
MAD 0.076006
Skewness 4.7238
Sum 3008
Variance 0.038003
Memory size 593.9 KiB

delta_imp_amort_var18_1y3
Highly correlated

This variable is highly correlated with num_var18 and should be ignored for analysis

Correlation 1

delta_imp_amort_var34_1y3
Highly correlated

This variable is highly correlated with saldo_var34 and should be ignored for analysis

Correlation 0.92468

delta_imp_aport_var13_1y3
Numeric

Distinct count 27
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 48671000
Minimum -1
Maximum 10000000000
Zeros (%) 97.3%

Quantile statistics

Minimum -1
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 10000000000
Range 10000000000
Interquartile range 0

Descriptive statistics

Standard deviation 695950000
Coef of variation 14.299
Kurtosis 200.48
Mean 48671000
MAD 96869000
Skewness 14.229
Sum 3.7e+12
Variance 4.8435e+17
Memory size 593.9 KiB

delta_imp_aport_var17_1y3
Numeric

Distinct count 7
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 5130200
Minimum -1
Maximum 10000000000
Zeros (%) 99.9%

Quantile statistics

Minimum -1
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 10000000000
Range 10000000000
Interquartile range 0

Descriptive statistics

Standard deviation 226440000
Coef of variation 44.139
Kurtosis 1944.4
Mean 5130200
MAD 10255000
Skewness 44.117
Sum 3.9e+11
Variance 5.1277e+16
Memory size 593.9 KiB

delta_imp_aport_var33_1y3
Numeric

Distinct count 9
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 131540
Minimum -1
Maximum 10000000000
Zeros (%) 100.0%

Quantile statistics

Minimum -1
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 10000000000
Range 10000000000
Interquartile range 0

Descriptive statistics

Standard deviation 36269000
Coef of variation 275.72
Kurtosis 76020
Mean 131540
MAD 263090
Skewness 275.72
Sum 10000000000
Variance 1.3154e+15
Memory size 593.9 KiB

delta_imp_compra_var44_1y3
Numeric

Distinct count 17
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 9208100
Minimum -1
Maximum 10000000000
Zeros (%) 99.9%

Quantile statistics

Minimum -1
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 10000000000
Range 10000000000
Interquartile range 0

Descriptive statistics

Standard deviation 303310000
Coef of variation 32.94
Kurtosis 1081.1
Mean 9208100
MAD 18399000
Skewness 32.91
Sum 7e+11
Variance 9.1997e+16
Memory size 593.9 KiB

delta_imp_reemb_var13_1y3
Numeric

Distinct count 2
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 4998700
Minimum 0
Maximum 9999999999
Zeros (%) 100.0%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 9999999999
Range 9999999999
Interquartile range 0

Descriptive statistics

Standard deviation 223520000
Coef of variation 44.716
Kurtosis 1995.7
Mean 4998700
MAD 9992400
Skewness 44.695
Sum 379999999962
Variance 4.9963e+16
Memory size 593.9 KiB

delta_imp_reemb_var17_1y3
Numeric

Distinct count 3
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 2630900
Minimum -1
Maximum 9999999999
Zeros (%) 100.0%

Quantile statistics

Minimum -1
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 9999999999
Range 10000000000
Interquartile range 0

Descriptive statistics

Standard deviation 162180000
Coef of variation 61.645
Kurtosis 3796.3
Mean 2630900
MAD 5260400
Skewness 61.629
Sum 199999999979
Variance 2.6302e+16
Memory size 593.9 KiB

delta_imp_reemb_var33_1y3
Numeric

Distinct count 2
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 131540
Minimum 0
Maximum 9999999999
Zeros (%) 100.0%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 9999999999
Range 9999999999
Interquartile range 0

Descriptive statistics

Standard deviation 36269000
Coef of variation 275.72
Kurtosis 76020
Mean 131540
MAD 263090
Skewness 275.72
Sum 9999999999
Variance 1.3154e+15
Memory size 593.9 KiB

delta_imp_trasp_var17_in_1y3
Numeric

Distinct count 3
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 526180
Minimum -1
Maximum 9999999999
Zeros (%) 100.0%

Quantile statistics

Minimum -1
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 9999999999
Range 10000000000
Interquartile range 0

Descriptive statistics

Standard deviation 72537000
Coef of variation 137.86
Kurtosis 19001
Mean 526180
MAD 1052300
Skewness 137.85
Sum 39999999994
Variance 5.2616e+15
Memory size 593.9 KiB

delta_imp_trasp_var17_out_1y3
Numeric

Distinct count 2
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 526180
Minimum 0
Maximum 9999999999
Zeros (%) 100.0%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 9999999999
Range 9999999999
Interquartile range 0

Descriptive statistics

Standard deviation 72537000
Coef of variation 137.86
Kurtosis 19001
Mean 526180
MAD 1052300
Skewness 137.85
Sum 39999999996
Variance 5.2616e+15
Memory size 593.9 KiB

delta_imp_trasp_var33_in_1y3
Numeric

Distinct count 3
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 657720
Minimum -1
Maximum 9999999999
Zeros (%) 100.0%

Quantile statistics

Minimum -1
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 9999999999
Range 10000000000
Interquartile range 0

Descriptive statistics

Standard deviation 81098000
Coef of variation 123.3
Kurtosis 15200
Mean 657720
MAD 1315400
Skewness 123.29
Sum 49999999989
Variance 6.5769e+15
Memory size 593.9 KiB

delta_imp_trasp_var33_out_1y3
Numeric

Distinct count 2
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 131540
Minimum 0
Maximum 9999999999
Zeros (%) 100.0%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 9999999999
Range 9999999999
Interquartile range 0

Descriptive statistics

Standard deviation 36269000
Coef of variation 275.72
Kurtosis 76020
Mean 131540
MAD 263090
Skewness 275.72
Sum 9999999999
Variance 1.3154e+15
Memory size 593.9 KiB

delta_imp_venta_var44_1y3
Numeric

Distinct count 5
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 5524900
Minimum -1
Maximum 10000000000
Zeros (%) 99.9%

Quantile statistics

Minimum -1
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 10000000000
Range 10000000000
Interquartile range 0

Descriptive statistics

Standard deviation 234990000
Coef of variation 42.533
Kurtosis 1805.1
Mean 5524900
MAD 11044000
Skewness 42.51
Sum 4.2e+11
Variance 5.5219e+16
Memory size 593.9 KiB

delta_num_aport_var13_1y3
Highly correlated

This variable is highly correlated with delta_imp_aport_var13_1y3 and should be ignored for analysis

Correlation 1

delta_num_aport_var17_1y3
Highly correlated

This variable is highly correlated with delta_imp_aport_var17_1y3 and should be ignored for analysis

Correlation 1

delta_num_aport_var33_1y3
Highly correlated

This variable is highly correlated with delta_imp_aport_var33_1y3 and should be ignored for analysis

Correlation 1

delta_num_compra_var44_1y3
Highly correlated

This variable is highly correlated with delta_imp_compra_var44_1y3 and should be ignored for analysis

Correlation 1

delta_num_reemb_var13_1y3
Highly correlated

This variable is highly correlated with delta_imp_reemb_var13_1y3 and should be ignored for analysis

Correlation 1

delta_num_reemb_var17_1y3
Highly correlated

This variable is highly correlated with delta_imp_reemb_var17_1y3 and should be ignored for analysis

Correlation 1

delta_num_reemb_var33_1y3
Highly correlated

This variable is highly correlated with delta_imp_reemb_var33_1y3 and should be ignored for analysis

Correlation 1

delta_num_trasp_var17_in_1y3
Highly correlated

This variable is highly correlated with delta_imp_trasp_var17_in_1y3 and should be ignored for analysis

Correlation 1

delta_num_trasp_var17_out_1y3
Highly correlated

This variable is highly correlated with delta_imp_trasp_var17_out_1y3 and should be ignored for analysis

Correlation 1

delta_num_trasp_var33_in_1y3
Highly correlated

This variable is highly correlated with delta_imp_trasp_var33_in_1y3 and should be ignored for analysis

Correlation 1

delta_num_trasp_var33_out_1y3
Highly correlated

This variable is highly correlated with delta_imp_trasp_var33_out_1y3 and should be ignored for analysis

Correlation 1

delta_num_venta_var44_1y3
Highly correlated

This variable is highly correlated with delta_imp_venta_var44_1y3 and should be ignored for analysis

Correlation 1

imp_amort_var18_hace3
Constant

This variable is constant and should be ignored for analysis

Constant value 0

imp_amort_var18_ult1
Highly correlated

This variable is highly correlated with saldo_var18 and should be ignored for analysis

Correlation 0.9998

imp_amort_var34_hace3
Constant

This variable is constant and should be ignored for analysis

Constant value 0

imp_amort_var34_ult1
Highly correlated

This variable is highly correlated with saldo_var34 and should be ignored for analysis

Correlation 0.98908

imp_aport_var13_hace3
Numeric

Distinct count 425
Unique (%) 0.6%
Missing (%) 0.0%
Missing (n) 0
Mean 2823.9
Minimum 0
Maximum 840000
Zeros (%) 97.8%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 840000
Range 840000
Interquartile range 0

Descriptive statistics

Standard deviation 25334
Coef of variation 8.9713
Kurtosis 193.62
Mean 2823.9
MAD 5523.4
Skewness 12.46
Sum 214680000
Variance 641840000
Memory size 593.9 KiB

imp_aport_var13_ult1
Numeric

Distinct count 182
Unique (%) 0.2%
Missing (%) 0.0%
Missing (n) 0
Mean 619.59
Minimum 0
Maximum 450000
Zeros (%) 99.5%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 450000
Range 450000
Interquartile range 0

Descriptive statistics

Standard deviation 11253
Coef of variation 18.162
Kurtosis 670.21
Mean 619.59
MAD 1232.7
Skewness 23.906
Sum 47101000
Variance 126630000
Memory size 593.9 KiB

imp_aport_var17_hace3
Highly correlated

This variable is highly correlated with saldo_var31 and should be ignored for analysis

Correlation 0.95585

imp_aport_var17_ult1
Numeric

Distinct count 42
Unique (%) 0.1%
Missing (%) 0.0%
Missing (n) 0
Mean 31.105
Minimum 0
Maximum 432460
Zeros (%) 99.9%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 432460
Range 432460
Interquartile range 0

Descriptive statistics

Standard deviation 2457.1
Coef of variation 78.993
Kurtosis 17958
Mean 31.105
MAD 62.175
Skewness 123.53
Sum 2364600
Variance 6037300
Memory size 593.9 KiB

imp_aport_var33_hace3
Numeric

Distinct count 16
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 2.9858
Minimum 0
Maximum 36000
Zeros (%) 100.0%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 36000
Range 36000
Interquartile range 0

Descriptive statistics

Standard deviation 226.86
Coef of variation 75.981
Kurtosis 11902
Mean 2.9858
MAD 5.9698
Skewness 99.429
Sum 226980
Variance 51467
Memory size 593.9 KiB

imp_aport_var33_ult1
Numeric

Distinct count 6
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.048145
Minimum 0
Maximum 1260
Zeros (%) 100.0%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 1260
Range 1260
Interquartile range 0

Descriptive statistics

Standard deviation 6.0227
Coef of variation 125.09
Kurtosis 29344
Mean 0.048145
MAD 0.096282
Skewness 160.27
Sum 3660
Variance 36.273
Memory size 593.9 KiB

imp_compra_var44_hace3
Numeric

Distinct count 33
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 13.965
Minimum 0
Maximum 210000
Zeros (%) 100.0%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 210000
Range 210000
Interquartile range 0

Descriptive statistics

Standard deviation 1151.5
Coef of variation 82.459
Kurtosis 18551
Mean 13.965
MAD 27.917
Skewness 124.56
Sum 1061600
Variance 1326000
Memory size 593.9 KiB

imp_compra_var44_ult1
Numeric

Distinct count 85
Unique (%) 0.1%
Missing (%) 0.0%
Missing (n) 0
Mean 116.78
Minimum 0
Maximum 3410100
Zeros (%) 99.9%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 3410100
Range 3410100
Interquartile range 0

Descriptive statistics

Standard deviation 13620
Coef of variation 116.63
Kurtosis 52717
Mean 116.78
MAD 233.31
Skewness 218.69
Sum 8877800
Variance 185520000
Memory size 593.9 KiB

imp_ent_var16_ult1
Numeric

Distinct count 596
Unique (%) 0.8%
Missing (%) 0.0%
Missing (n) 0
Mean 86.208
Minimum 0
Maximum 210000
Zeros (%) 95.1%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 210000
Range 210000
Interquartile range 0

Descriptive statistics

Standard deviation 1614.8
Coef of variation 18.731
Kurtosis 6321.4
Mean 86.208
MAD 164.81
Skewness 67.268
Sum 6553600
Variance 2607400
Memory size 593.9 KiB

imp_op_var39_comer_ult1
Numeric

Distinct count 7551
Unique (%) 9.9%
Missing (%) 0.0%
Missing (n) 0
Mean 72.363
Minimum 0
Maximum 12888
Zeros (%) 86.9%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 436.41
Maximum 12888
Range 12888
Interquartile range 0

Descriptive statistics

Standard deviation 339.32
Coef of variation 4.6891
Kurtosis 145.4
Mean 72.363
MAD 127.92
Skewness 9.4543
Sum 5501000
Variance 115140
Memory size 593.9 KiB

imp_op_var39_comer_ult3
Numeric

Distinct count 9099
Unique (%) 12.0%
Missing (%) 0.0%
Missing (n) 0
Mean 119.53
Minimum 0
Maximum 21025
Zeros (%) 84.6%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 722.52
Maximum 21025
Range 21025
Interquartile range 0

Descriptive statistics

Standard deviation 546.27
Coef of variation 4.5701
Kurtosis 155.62
Mean 119.53
MAD 208.05
Skewness 9.7354
Sum 9086600
Variance 298410
Memory size 593.9 KiB

imp_op_var39_efect_ult1
Highly correlated

This variable is highly correlated with imp_op_var41_efect_ult1 and should be ignored for analysis

Correlation 0.99838

imp_op_var39_efect_ult3
Highly correlated

This variable is highly correlated with imp_op_var41_efect_ult3 and should be ignored for analysis

Correlation 0.99927

imp_op_var39_ult1
Highly correlated

This variable is highly correlated with imp_op_var41_ult1 and should be ignored for analysis

Correlation 0.9911

imp_op_var40_comer_ult1
Numeric

Distinct count 293
Unique (%) 0.4%
Missing (%) 0.0%
Missing (n) 0
Mean 3.5591
Minimum 0
Maximum 8237.8
Zeros (%) 99.6%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 8237.8
Range 8237.8
Interquartile range 0

Descriptive statistics

Standard deviation 93.156
Coef of variation 26.174
Kurtosis 2787.7
Mean 3.5591
MAD 7.0906
Skewness 45.835
Sum 270570
Variance 8678
Memory size 593.9 KiB

imp_op_var40_comer_ult3
Numeric

Distinct count 346
Unique (%) 0.5%
Missing (%) 0.0%
Missing (n) 0
Mean 6.4727
Minimum 0
Maximum 11074
Zeros (%) 99.5%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 11074
Range 11074
Interquartile range 0

Descriptive statistics

Standard deviation 153.74
Coef of variation 23.752
Kurtosis 1883
Mean 6.4727
MAD 12.886
Skewness 38.672
Sum 492050
Variance 23635
Memory size 593.9 KiB

imp_op_var40_efect_ult1
Numeric

Distinct count 23
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.41295
Minimum 0
Maximum 6600
Zeros (%) 100.0%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 6600
Range 6600
Interquartile range 0

Descriptive statistics

Standard deviation 30.605
Coef of variation 74.113
Kurtosis 29339
Mean 0.41295
MAD 0.82548
Skewness 149.53
Sum 31392
Variance 936.66
Memory size 593.9 KiB

imp_op_var40_efect_ult3
Numeric

Distinct count 29
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.56735
Minimum 0
Maximum 6600
Zeros (%) 99.9%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 6600
Range 6600
Interquartile range 0

Descriptive statistics

Standard deviation 36.514
Coef of variation 64.358
Kurtosis 16749
Mean 0.56735
MAD 1.134
Skewness 112.95
Sum 43130
Variance 1333.2
Memory size 593.9 KiB

imp_op_var40_ult1
Numeric

Distinct count 224
Unique (%) 0.3%
Missing (%) 0.0%
Missing (n) 0
Mean 3.1607
Minimum 0
Maximum 8237.8
Zeros (%) 99.7%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 8237.8
Range 8237.8
Interquartile range 0

Descriptive statistics

Standard deviation 95.268
Coef of variation 30.141
Kurtosis 3427.8
Mean 3.1607
MAD 6.3024
Skewness 52.578
Sum 240280
Variance 9076
Memory size 593.9 KiB

imp_op_var41_comer_ult1
Highly correlated

This variable is highly correlated with imp_op_var39_comer_ult1 and should be ignored for analysis

Correlation 0.96178

imp_op_var41_comer_ult3
Highly correlated

This variable is highly correlated with imp_op_var39_comer_ult3 and should be ignored for analysis

Correlation 0.95984

imp_op_var41_efect_ult1
Numeric

Distinct count 331
Unique (%) 0.4%
Missing (%) 0.0%
Missing (n) 0
Mean 68.205
Minimum 0
Maximum 45990
Zeros (%) 91.2%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 300
Maximum 45990
Range 45990
Interquartile range 0

Descriptive statistics

Standard deviation 531.9
Coef of variation 7.7985
Kurtosis 2347.1
Mean 68.205
MAD 124.72
Skewness 36.667
Sum 5185000
Variance 282920
Memory size 593.9 KiB

imp_op_var41_efect_ult3
Numeric

Distinct count 454
Unique (%) 0.6%
Missing (%) 0.0%
Missing (n) 0
Mean 113.23
Minimum 0
Maximum 131100
Zeros (%) 88.6%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 510
Maximum 131100
Range 131100
Interquartile range 0

Descriptive statistics

Standard deviation 950.09
Coef of variation 8.3911
Kurtosis 6716.1
Mean 113.23
MAD 203.13
Skewness 61.995
Sum 8607400
Variance 902660
Memory size 593.9 KiB

imp_op_var41_ult1
Numeric

Distinct count 8032
Unique (%) 10.6%
Missing (%) 0.0%
Missing (n) 0
Mean 137.24
Minimum 0
Maximum 47598
Zeros (%) 84.7%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 852.39
Maximum 47598
Range 47598
Interquartile range 0

Descriptive statistics

Standard deviation 697.71
Coef of variation 5.0838
Kurtosis 943.62
Mean 137.24
MAD 238.63
Skewness 20.997
Sum 10433000
Variance 486800
Memory size 593.9 KiB

imp_reemb_var13_hace3
Constant

This variable is constant and should be ignored for analysis

Constant value 0

imp_reemb_var13_ult1
Numeric

Distinct count 33
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 46.18
Minimum 0
Maximum 450000
Zeros (%) 100.0%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 450000
Range 450000
Interquartile range 0

Descriptive statistics

Standard deviation 2859.7
Coef of variation 61.926
Kurtosis 10888
Mean 46.18
MAD 92.314
Skewness 91.935
Sum 3510600
Variance 8178100
Memory size 593.9 KiB

imp_reemb_var17_hace3
Numeric

Distinct count 2
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.15821
Minimum 0
Maximum 12027
Zeros (%) 100.0%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 12027
Range 12027
Interquartile range 0

Descriptive statistics

Standard deviation 43.621
Coef of variation 275.72
Kurtosis 76020
Mean 0.15821
MAD 0.31642
Skewness 275.72
Sum 12027
Variance 1902.8
Memory size 593.9 KiB

imp_reemb_var17_ult1
Numeric

Distinct count 20
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 12.569
Minimum 0
Maximum 182130
Zeros (%) 100.0%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 182130
Range 182130
Interquartile range 0

Descriptive statistics

Standard deviation 1093.1
Coef of variation 86.968
Kurtosis 15780
Mean 12.569
MAD 25.132
Skewness 116.69
Sum 955530
Variance 1194900
Memory size 593.9 KiB

imp_reemb_var33_hace3
Constant

This variable is constant and should be ignored for analysis

Constant value 0

imp_reemb_var33_ult1
Highly correlated

This variable is highly correlated with delta_num_reemb_var33_1y3 and should be ignored for analysis

Correlation 1

imp_sal_var16_ult1
Numeric

Distinct count 66
Unique (%) 0.1%
Missing (%) 0.0%
Missing (n) 0
Mean 5.4777
Minimum 0
Maximum 105000
Zeros (%) 99.9%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 105000
Range 105000
Interquartile range 0

Descriptive statistics

Standard deviation 465.39
Coef of variation 84.961
Kurtosis 37489
Mean 5.4777
MAD 10.942
Skewness 181.05
Sum 416410
Variance 216590
Memory size 593.9 KiB

imp_trans_var37_ult1
Numeric

Distinct count 3831
Unique (%) 5.0%
Missing (%) 0.0%
Missing (n) 0
Mean 1933
Minimum 0
Maximum 2310000
Zeros (%) 87.1%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 1800
Maximum 2310000
Range 2310000
Interquartile range 0

Descriptive statistics

Standard deviation 25356
Coef of variation 13.118
Kurtosis 2230
Mean 1933
MAD 3579
Skewness 36.319
Sum 146940000
Variance 642910000
Memory size 593.9 KiB

imp_trasp_var17_in_hace3
Numeric

Distinct count 3
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 1.8748
Minimum 0
Maximum 96781
Zeros (%) 100.0%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 96781
Range 96781
Interquartile range 0

Descriptive statistics

Standard deviation 388.25
Coef of variation 207.09
Kurtosis 53327
Mean 1.8748
MAD 3.7495
Skewness 225.27
Sum 142520
Variance 150730
Memory size 593.9 KiB

imp_trasp_var17_in_ult1
Numeric

Distinct count 5
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 2.5127
Minimum 0
Maximum 133730
Zeros (%) 100.0%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 133730
Range 133730
Interquartile range 0

Descriptive statistics

Standard deviation 508.97
Coef of variation 202.56
Kurtosis 63199
Mean 2.5127
MAD 5.0251
Skewness 245.25
Sum 191010
Variance 259050
Memory size 593.9 KiB

imp_trasp_var17_out_hace3
Constant

This variable is constant and should be ignored for analysis

Constant value 0

imp_trasp_var17_out_ult1
Numeric

Distinct count 5
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 1.9136
Minimum 0
Maximum 69622
Zeros (%) 100.0%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 69622
Range 69622
Interquartile range 0

Descriptive statistics

Standard deviation 357.41
Coef of variation 186.77
Kurtosis 37855
Mean 1.9136
MAD 3.827
Skewness 194.39
Sum 145470
Variance 127740
Memory size 593.9 KiB

imp_trasp_var33_in_hace3
Numeric

Distinct count 7
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 2.7898
Minimum 0
Maximum 49581
Zeros (%) 100.0%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 49581
Range 49581
Interquartile range 0

Descriptive statistics

Standard deviation 323.81
Coef of variation 116.07
Kurtosis 15842
Mean 2.7898
MAD 5.5791
Skewness 122.85
Sum 212080
Variance 104860
Memory size 593.9 KiB

imp_trasp_var33_in_ult1
Numeric

Distinct count 6
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.3147
Minimum 0
Maximum 13207
Zeros (%) 100.0%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 13207
Range 13207
Interquartile range 0

Descriptive statistics

Standard deviation 53.408
Coef of variation 169.71
Kurtosis 50706
Mean 0.3147
MAD 0.62936
Skewness 215.45
Sum 23924
Variance 2852.4
Memory size 593.9 KiB

imp_trasp_var33_out_hace3
Constant

This variable is constant and should be ignored for analysis

Constant value 0

imp_trasp_var33_out_ult1
Highly correlated

This variable is highly correlated with delta_num_trasp_var33_out_1y3 and should be ignored for analysis

Correlation 1

imp_var43_emit_ult1
Numeric

Distinct count 2342
Unique (%) 3.1%
Missing (%) 0.0%
Missing (n) 0
Mean 854.12
Minimum 0
Maximum 1155000
Zeros (%) 93.3%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 300
Maximum 1155000
Range 1155000
Interquartile range 0

Descriptive statistics

Standard deviation 14256
Coef of variation 16.691
Kurtosis 1754.2
Mean 854.12
MAD 1626.1
Skewness 35.436
Sum 64930000
Variance 203230000
Memory size 593.9 KiB

imp_var7_emit_ult1
Numeric

Distinct count 4
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 2.7215
Minimum 0
Maximum 145380
Zeros (%) 100.0%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 145380
Range 145380
Interquartile range 0

Descriptive statistics

Standard deviation 554.25
Coef of variation 203.66
Kurtosis 62789
Mean 2.7215
MAD 5.4427
Skewness 244.22
Sum 206880
Variance 307190
Memory size 593.9 KiB

imp_var7_recib_ult1
Numeric

Distinct count 184
Unique (%) 0.2%
Missing (%) 0.0%
Missing (n) 0
Mean 127.7
Minimum 0
Maximum 1039300
Zeros (%) 99.7%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 1039300
Range 1039300
Interquartile range 0

Descriptive statistics

Standard deviation 6369
Coef of variation 49.875
Kurtosis 11595
Mean 127.7
MAD 254.72
Skewness 91.595
Sum 9707600
Variance 40564000
Memory size 593.9 KiB

imp_venta_var44_hace3
Numeric

Distinct count 4
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 3.7871
Minimum 0
Maximum 209830
Zeros (%) 100.0%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 209830
Range 209830
Interquartile range 0

Descriptive statistics

Standard deviation 811.98
Coef of variation 214.4
Kurtosis 59789
Mean 3.7871
MAD 7.574
Skewness 238.7
Sum 287900
Variance 659310
Memory size 593.9 KiB

imp_venta_var44_ult1
Highly correlated

This variable is highly correlated with imp_compra_var44_ult1 and should be ignored for analysis

Correlation 0.97841

ind_var1
Numeric

Distinct count 2
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.0037622
Minimum 0
Maximum 1
Zeros (%) 99.6%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 1
Range 1
Interquartile range 0

Descriptive statistics

Standard deviation 0.061221
Coef of variation 16.273
Kurtosis 260.83
Mean 0.0037622
MAD 0.007496
Skewness 16.212
Sum 286
Variance 0.0037481
Memory size 593.9 KiB

ind_var10_ult1
Numeric

Distinct count 2
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.080873
Minimum 0
Maximum 1
Zeros (%) 91.9%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 1
Maximum 1
Range 1
Interquartile range 0

Descriptive statistics

Standard deviation 0.27264
Coef of variation 3.3712
Kurtosis 7.4536
Mean 0.080873
MAD 0.14867
Skewness 3.0746
Sum 6148
Variance 0.074334
Memory size 593.9 KiB

ind_var10cte_ult1
Highly correlated

This variable is highly correlated with ind_var10_ult1 and should be ignored for analysis

Correlation 0.931

ind_var12
Numeric

Distinct count 2
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.045462
Minimum 0
Maximum 1
Zeros (%) 95.5%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 1
Range 1
Interquartile range 0

Descriptive statistics

Standard deviation 0.20832
Coef of variation 4.5822
Kurtosis 17.045
Mean 0.045462
MAD 0.08679
Skewness 4.364
Sum 3456
Variance 0.043396
Memory size 593.9 KiB

ind_var12_0
Numeric

Distinct count 2
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.067522
Minimum 0
Maximum 1
Zeros (%) 93.2%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 1
Maximum 1
Range 1
Interquartile range 0

Descriptive statistics

Standard deviation 0.25092
Coef of variation 3.7162
Kurtosis 9.8832
Mean 0.067522
MAD 0.12593
Skewness 3.4472
Sum 5133
Variance 0.062963
Memory size 593.9 KiB

ind_var13
Highly correlated

This variable is highly correlated with ind_var13_0 and should be ignored for analysis

Correlation 0.98584

ind_var13_0
Numeric

Distinct count 2
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.052249
Minimum 0
Maximum 1
Zeros (%) 94.8%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 1
Maximum 1
Range 1
Interquartile range 0

Descriptive statistics

Standard deviation 0.22253
Coef of variation 4.259
Kurtosis 14.195
Mean 0.052249
MAD 0.099039
Skewness 4.0243
Sum 3972
Variance 0.04952
Memory size 593.9 KiB

ind_var13_corto
Highly correlated

This variable is highly correlated with ind_var13_corto_0 and should be ignored for analysis

Correlation 0.9821

ind_var13_corto_0
Highly correlated

This variable is highly correlated with ind_var13_0 and should be ignored for analysis

Correlation 0.90208

ind_var13_largo
Highly correlated

This variable is highly correlated with ind_var13_largo_0 and should be ignored for analysis

Correlation 0.99147

ind_var13_largo_0
Numeric

Distinct count 2
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.010168
Minimum 0
Maximum 1
Zeros (%) 99.0%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 1
Range 1
Interquartile range 0

Descriptive statistics

Standard deviation 0.10033
Coef of variation 9.8664
Kurtosis 93.361
Mean 0.010168
MAD 0.02013
Skewness 9.7651
Sum 773
Variance 0.010065
Memory size 593.9 KiB

ind_var13_medio
Highly correlated

This variable is highly correlated with ind_var13_medio_0 and should be ignored for analysis

Correlation 1

ind_var13_medio_0
Numeric

Distinct count 2
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 2.6309e-05
Minimum 0
Maximum 1
Zeros (%) 100.0%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 1
Range 1
Interquartile range 0

Descriptive statistics

Standard deviation 0.0051292
Coef of variation 194.96
Kurtosis 38007
Mean 2.6309e-05
MAD 5.2616e-05
Skewness 194.96
Sum 2
Variance 2.6309e-05
Memory size 593.9 KiB

ind_var14
Numeric

Distinct count 2
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.0053012
Minimum 0
Maximum 1
Zeros (%) 99.5%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 1
Range 1
Interquartile range 0

Descriptive statistics

Standard deviation 0.072617
Coef of variation 13.698
Kurtosis 183.65
Mean 0.0053012
MAD 0.010546
Skewness 13.625
Sum 403
Variance 0.0052732
Memory size 593.9 KiB

ind_var14_0
Numeric

Distinct count 2
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.023652
Minimum 0
Maximum 1
Zeros (%) 97.6%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 1
Range 1
Interquartile range 0

Descriptive statistics

Standard deviation 0.15196
Coef of variation 6.425
Kurtosis 37.307
Mean 0.023652
MAD 0.046185
Skewness 6.2695
Sum 1798
Variance 0.023093
Memory size 593.9 KiB

ind_var17
Numeric

Distinct count 2
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.001447
Minimum 0
Maximum 1
Zeros (%) 99.9%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 1
Range 1
Interquartile range 0

Descriptive statistics

Standard deviation 0.038012
Coef of variation 26.27
Kurtosis 686.14
Mean 0.001447
MAD 0.0028898
Skewness 26.232
Sum 110
Variance 0.0014449
Memory size 593.9 KiB

ind_var17_0
Numeric

Distinct count 2
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.0018022
Minimum 0
Maximum 1
Zeros (%) 99.8%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 1
Range 1
Interquartile range 0

Descriptive statistics

Standard deviation 0.042414
Coef of variation 23.535
Kurtosis 549.93
Mean 0.0018022
MAD 0.0035978
Skewness 23.493
Sum 137
Variance 0.0017989
Memory size 593.9 KiB

ind_var18
Highly correlated

This variable is highly correlated with ind_var18_0 and should be ignored for analysis

Correlation 1

ind_var18_0
Numeric

Distinct count 2
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 2.6309e-05
Minimum 0
Maximum 1
Zeros (%) 100.0%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 1
Range 1
Interquartile range 0

Descriptive statistics

Standard deviation 0.0051292
Coef of variation 194.96
Kurtosis 38007
Mean 2.6309e-05
MAD 5.2616e-05
Skewness 194.96
Sum 2
Variance 2.6309e-05
Memory size 593.9 KiB

ind_var19
Numeric

Distinct count 2
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.0041963
Minimum 0
Maximum 1
Zeros (%) 99.6%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 1
Range 1
Interquartile range 0

Descriptive statistics

Standard deviation 0.064643
Coef of variation 15.405
Kurtosis 233.33
Mean 0.0041963
MAD 0.0083573
Skewness 15.34
Sum 319
Variance 0.0041787
Memory size 593.9 KiB

ind_var1_0
Numeric

Distinct count 2
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.011458
Minimum 0
Maximum 1
Zeros (%) 98.9%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 1
Range 1
Interquartile range 0

Descriptive statistics

Standard deviation 0.10643
Coef of variation 9.2887
Kurtosis 82.296
Mean 0.011458
MAD 0.022652
Skewness 9.1812
Sum 871
Variance 0.011326
Memory size 593.9 KiB

ind_var2
Constant

This variable is constant and should be ignored for analysis

Constant value 0

ind_var20
Numeric

Distinct count 2
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.0026967
Minimum 0
Maximum 1
Zeros (%) 99.7%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 1
Range 1
Interquartile range 0

Descriptive statistics

Standard deviation 0.05186
Coef of variation 19.231
Kurtosis 365.86
Mean 0.0026967
MAD 0.0053788
Skewness 19.179
Sum 205
Variance 0.0026894
Memory size 593.9 KiB

ind_var20_0
Numeric

Distinct count 2
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.0036306
Minimum 0
Maximum 1
Zeros (%) 99.6%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 1
Range 1
Interquartile range 0

Descriptive statistics

Standard deviation 0.060146
Coef of variation 16.566
Kurtosis 270.46
Mean 0.0036306
MAD 0.0072349
Skewness 16.506
Sum 276
Variance 0.0036175
Memory size 593.9 KiB

ind_var24
Highly correlated

This variable is highly correlated with ind_var24_0 and should be ignored for analysis

Correlation 0.94338

ind_var24_0
Numeric

Distinct count 2
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.04237
Minimum 0
Maximum 1
Zeros (%) 95.8%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 1
Range 1
Interquartile range 0

Descriptive statistics

Standard deviation 0.20143
Coef of variation 4.7541
Kurtosis 18.647
Mean 0.04237
MAD 0.08115
Skewness 4.5438
Sum 3221
Variance 0.040576
Memory size 593.9 KiB

ind_var25
Highly correlated

This variable is highly correlated with ind_var25_0 and should be ignored for analysis

Correlation 1

ind_var25_0
Highly correlated

This variable is highly correlated with ind_var26 and should be ignored for analysis

Correlation 0.979

ind_var25_cte
Numeric

Distinct count 2
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.026427
Minimum 0
Maximum 1
Zeros (%) 97.4%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 1
Range 1
Interquartile range 0

Descriptive statistics

Standard deviation 0.1604
Coef of variation 6.0696
Kurtosis 32.869
Mean 0.026427
MAD 0.051458
Skewness 5.9049
Sum 2009
Variance 0.025729
Memory size 593.9 KiB

ind_var26
Highly correlated

This variable is highly correlated with ind_var26_cte and should be ignored for analysis

Correlation 0.94412

ind_var26_0
Highly correlated

This variable is highly correlated with ind_var25_cte and should be ignored for analysis

Correlation 0.92447

ind_var26_cte
Highly correlated

This variable is highly correlated with ind_var26_0 and should be ignored for analysis

Correlation 0.94412

ind_var27
Constant

This variable is constant and should be ignored for analysis

Constant value 0

ind_var27_0
Constant

This variable is constant and should be ignored for analysis

Constant value 0

ind_var28
Constant

This variable is constant and should be ignored for analysis

Constant value 0

ind_var28_0
Constant

This variable is constant and should be ignored for analysis

Constant value 0

ind_var29
Highly correlated

This variable is highly correlated with ind_var6 and should be ignored for analysis

Correlation 1

ind_var29_0
Highly correlated

This variable is highly correlated with ind_var6_0 and should be ignored for analysis

Correlation 1

ind_var2_0
Constant

This variable is constant and should be ignored for analysis

Constant value 0

ind_var30
Numeric

Distinct count 2
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.73283
Minimum 0
Maximum 1
Zeros (%) 26.7%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 1
Q3 1
95-th percentile 1
Maximum 1
Range 1
Interquartile range 1

Descriptive statistics

Standard deviation 0.44248
Coef of variation 0.6038
Kurtosis -0.89243
Mean 0.73283
MAD 0.39158
Skewness -1.0524
Sum 55710
Variance 0.19579
Memory size 593.9 KiB

ind_var30_0
Numeric

Distinct count 2
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.99549
Minimum 0
Maximum 1
Zeros (%) 0.5%

Quantile statistics

Minimum 0
5-th percentile 1
Q1 1
Median 1
Q3 1
95-th percentile 1
Maximum 1
Range 1
Interquartile range 0

Descriptive statistics

Standard deviation 0.06702
Coef of variation 0.067324
Kurtosis 216.65
Mean 0.99549
MAD 0.0089832
Skewness -14.787
Sum 75677
Variance 0.0044917
Memory size 593.9 KiB

ind_var31
Highly correlated

This variable is highly correlated with ind_var31_0 and should be ignored for analysis

Correlation 0.92625

ind_var31_0
Numeric

Distinct count 2
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.0042752
Minimum 0
Maximum 1
Zeros (%) 99.6%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 1
Range 1
Interquartile range 0

Descriptive statistics

Standard deviation 0.065245
Coef of variation 15.261
Kurtosis 228.93
Mean 0.0042752
MAD 0.0085138
Skewness 15.196
Sum 325
Variance 0.004257
Memory size 593.9 KiB

ind_var32
Highly correlated

This variable is highly correlated with ind_var32_0 and should be ignored for analysis

Correlation 1

ind_var32_0
Highly correlated

This variable is highly correlated with ind_var32_cte and should be ignored for analysis

Correlation 0.94403

ind_var32_cte
Numeric

Distinct count 2
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.0012102
Minimum 0
Maximum 1
Zeros (%) 99.9%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 1
Range 1
Interquartile range 0

Descriptive statistics

Standard deviation 0.034767
Coef of variation 28.728
Kurtosis 821.36
Mean 0.0012102
MAD 0.0024175
Skewness 28.694
Sum 92
Variance 0.0012088
Memory size 593.9 KiB

ind_var33
Highly correlated

This variable is highly correlated with ind_var33_0 and should be ignored for analysis

Correlation 0.91761

ind_var33_0
Numeric

Distinct count 2
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.0007498
Minimum 0
Maximum 1
Zeros (%) 99.9%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 1
Range 1
Interquartile range 0

Descriptive statistics

Standard deviation 0.027372
Coef of variation 36.506
Kurtosis 1328.8
Mean 0.0007498
MAD 0.0014985
Skewness 36.479
Sum 57
Variance 0.00074925
Memory size 593.9 KiB

ind_var34
Highly correlated

This variable is highly correlated with ind_var34_0 and should be ignored for analysis

Correlation 1

ind_var34_0
Numeric

Distinct count 2
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 2.6309e-05
Minimum 0
Maximum 1
Zeros (%) 100.0%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 1
Range 1
Interquartile range 0

Descriptive statistics

Standard deviation 0.0051292
Coef of variation 194.96
Kurtosis 38007
Mean 2.6309e-05
MAD 5.2616e-05
Skewness 194.96
Sum 2
Variance 2.6309e-05
Memory size 593.9 KiB

ind_var37
Highly correlated

This variable is highly correlated with ind_var37_0 and should be ignored for analysis

Correlation 1

ind_var37_0
Highly correlated

This variable is highly correlated with ind_var37_cte and should be ignored for analysis

Correlation 0.9465

ind_var37_cte
Numeric

Distinct count 2
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.072297
Minimum 0
Maximum 1
Zeros (%) 92.8%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 1
Maximum 1
Range 1
Interquartile range 0

Descriptive statistics

Standard deviation 0.25898
Coef of variation 3.5822
Kurtosis 8.9105
Mean 0.072297
MAD 0.13414
Skewness 3.3031
Sum 5496
Variance 0.067071
Memory size 593.9 KiB

ind_var39
Highly correlated

This variable is highly correlated with ind_var40 and should be ignored for analysis

Correlation 1

ind_var39_0
Numeric

Distinct count 2
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.88076
Minimum 0
Maximum 1
Zeros (%) 11.9%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 1
Median 1
Q3 1
95-th percentile 1
Maximum 1
Range 1
Interquartile range 0

Descriptive statistics

Standard deviation 0.32408
Coef of variation 0.36796
Kurtosis 3.5218
Mean 0.88076
MAD 0.21005
Skewness -2.3498
Sum 66955
Variance 0.10503
Memory size 593.9 KiB

ind_var40
Highly correlated

This variable is highly correlated with ind_var1 and should be ignored for analysis

Correlation 0.99472

ind_var40_0
Highly correlated

This variable is highly correlated with ind_var1_0 and should be ignored for analysis

Correlation 0.99826

ind_var41
Constant

This variable is constant and should be ignored for analysis

Constant value 0

ind_var41_0
Highly correlated

This variable is highly correlated with ind_var39_0 and should be ignored for analysis

Correlation 0.98956

ind_var43_emit_ult1
Numeric

Distinct count 2
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.066588
Minimum 0
Maximum 1
Zeros (%) 93.3%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 1
Maximum 1
Range 1
Interquartile range 0

Descriptive statistics

Standard deviation 0.24931
Coef of variation 3.7441
Kurtosis 10.09
Mean 0.066588
MAD 0.12431
Skewness 3.477
Sum 5062
Variance 0.062155
Memory size 593.9 KiB

ind_var43_recib_ult1
Numeric

Distinct count 2
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.12931
Minimum 0
Maximum 1
Zeros (%) 87.1%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 1
Maximum 1
Range 1
Interquartile range 0

Descriptive statistics

Standard deviation 0.33554
Coef of variation 2.5949
Kurtosis 2.8822
Mean 0.12931
MAD 0.22517
Skewness 2.2096
Sum 9830
Variance 0.11259
Memory size 593.9 KiB

ind_var44
Highly correlated

This variable is highly correlated with ind_var44_0 and should be ignored for analysis

Correlation 0.9497

ind_var44_0
Numeric

Distinct count 2
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.0018811
Minimum 0
Maximum 1
Zeros (%) 99.8%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 1
Range 1
Interquartile range 0

Descriptive statistics

Standard deviation 0.043331
Coef of variation 23.035
Kurtosis 526.64
Mean 0.0018811
MAD 0.0037551
Skewness 22.992
Sum 143
Variance 0.0018776
Memory size 593.9 KiB

ind_var46
Constant

This variable is constant and should be ignored for analysis

Constant value 0

ind_var46_0
Constant

This variable is constant and should be ignored for analysis

Constant value 0

ind_var5
Numeric

Distinct count 2
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.66376
Minimum 0
Maximum 1
Zeros (%) 33.6%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 1
Q3 1
95-th percentile 1
Maximum 1
Range 1
Interquartile range 1

Descriptive statistics

Standard deviation 0.47243
Coef of variation 0.71174
Kurtosis -1.5194
Mean 0.66376
MAD 0.44637
Skewness -0.69329
Sum 50459
Variance 0.22319
Memory size 593.9 KiB

ind_var5_0
Numeric

Distinct count 2
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.95802
Minimum 0
Maximum 1
Zeros (%) 4.2%

Quantile statistics

Minimum 0
5-th percentile 1
Q1 1
Median 1
Q3 1
95-th percentile 1
Maximum 1
Range 1
Interquartile range 0

Descriptive statistics

Standard deviation 0.20054
Coef of variation 0.20932
Kurtosis 18.868
Mean 0.95802
MAD 0.080428
Skewness -4.5681
Sum 72829
Variance 0.040214
Memory size 593.9 KiB

ind_var6
Numeric

Distinct count 2
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 2.6309e-05
Minimum 0
Maximum 1
Zeros (%) 100.0%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 1
Range 1
Interquartile range 0

Descriptive statistics

Standard deviation 0.0051292
Coef of variation 194.96
Kurtosis 38007
Mean 2.6309e-05
MAD 5.2616e-05
Skewness 194.96
Sum 2
Variance 2.6309e-05
Memory size 593.9 KiB

ind_var6_0
Numeric

Distinct count 2
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.00010524
Minimum 0
Maximum 1
Zeros (%) 100.0%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 1
Range 1
Interquartile range 0

Descriptive statistics

Standard deviation 0.010258
Coef of variation 97.476
Kurtosis 9498.1
Mean 0.00010524
MAD 0.00021045
Skewness 97.467
Sum 8
Variance 0.00010523
Memory size 593.9 KiB

ind_var7_emit_ult1
Numeric

Distinct count 2
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 3.9463e-05
Minimum 0
Maximum 1
Zeros (%) 100.0%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 1
Range 1
Interquartile range 0

Descriptive statistics

Standard deviation 0.0062819
Coef of variation 159.18
Kurtosis 25337
Mean 3.9463e-05
MAD 7.8923e-05
Skewness 159.18
Sum 3
Variance 3.9462e-05
Memory size 593.9 KiB

ind_var7_recib_ult1
Numeric

Distinct count 2
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.0026967
Minimum 0
Maximum 1
Zeros (%) 99.7%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 1
Range 1
Interquartile range 0

Descriptive statistics

Standard deviation 0.05186
Coef of variation 19.231
Kurtosis 365.86
Mean 0.0026967
MAD 0.0053788
Skewness 19.179
Sum 205
Variance 0.0026894
Memory size 593.9 KiB

ind_var8
Highly correlated

This variable is highly correlated with ind_var8_0 and should be ignored for analysis

Correlation 0.93123

ind_var8_0
Numeric

Distinct count 2
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.032833
Minimum 0
Maximum 1
Zeros (%) 96.7%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 1
Range 1
Interquartile range 0

Descriptive statistics

Standard deviation 0.1782
Coef of variation 5.4274
Kurtosis 25.492
Mean 0.032833
MAD 0.063511
Skewness 5.2433
Sum 2496
Variance 0.031756
Memory size 593.9 KiB

ind_var9_cte_ult1
Highly correlated

This variable is highly correlated with ind_var10cte_ult1 and should be ignored for analysis

Correlation 0.97286

ind_var9_ult1
Highly correlated

This variable is highly correlated with ind_var9_cte_ult1 and should be ignored for analysis

Correlation 0.93608

num_aport_var13_hace3
Numeric

Distinct count 8
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.075888
Minimum 0
Maximum 24
Zeros (%) 97.8%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 24
Range 24
Interquartile range 0

Descriptive statistics

Standard deviation 0.5525
Coef of variation 7.2805
Kurtosis 221.02
Mean 0.075888
MAD 0.14837
Skewness 11.154
Sum 5769
Variance 0.30526
Memory size 593.9 KiB

num_aport_var13_ult1
Numeric

Distinct count 7
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.017956
Minimum 0
Maximum 30
Zeros (%) 99.5%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 30
Range 30
Interquartile range 0

Descriptive statistics

Standard deviation 0.28876
Coef of variation 16.082
Kurtosis 2439.9
Mean 0.017956
MAD 0.035722
Skewness 34.85
Sum 1365
Variance 0.08338
Memory size 593.9 KiB

num_aport_var17_hace3
Numeric

Distinct count 5
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.0015391
Minimum 0
Maximum 12
Zeros (%) 100.0%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 12
Range 12
Interquartile range 0

Descriptive statistics

Standard deviation 0.10492
Coef of variation 68.171
Kurtosis 8407.6
Mean 0.0015391
MAD 0.0030772
Skewness 85.757
Sum 117
Variance 0.011008
Memory size 593.9 KiB

num_aport_var17_ult1
Numeric

Distinct count 8
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.0033938
Minimum 0
Maximum 21
Zeros (%) 99.9%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 21
Range 21
Interquartile range 0

Descriptive statistics

Standard deviation 0.17406
Coef of variation 51.287
Kurtosis 6432.2
Mean 0.0033938
MAD 0.0067838
Skewness 72.414
Sum 258
Variance 0.030297
Memory size 593.9 KiB

num_aport_var33_hace3
Numeric

Distinct count 4
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.0010655
Minimum 0
Maximum 12
Zeros (%) 100.0%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 12
Range 12
Interquartile range 0

Descriptive statistics

Standard deviation 0.069663
Coef of variation 65.38
Kurtosis 13248
Mean 0.0010655
MAD 0.0021304
Skewness 97.663
Sum 81
Variance 0.0048529
Memory size 593.9 KiB

num_aport_var33_ult1
Numeric

Distinct count 3
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.00031571
Minimum 0
Maximum 6
Zeros (%) 100.0%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 6
Range 6
Interquartile range 0

Descriptive statistics

Standard deviation 0.034407
Coef of variation 108.98
Kurtosis 16721
Mean 0.00031571
MAD 0.00063135
Skewness 122.06
Sum 24
Variance 0.0011838
Memory size 593.9 KiB

num_compra_var44_hace3
Numeric

Distinct count 4
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.0018548
Minimum 0
Maximum 9
Zeros (%) 100.0%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 9
Range 9
Interquartile range 0

Descriptive statistics

Standard deviation 0.099111
Coef of variation 53.436
Kurtosis 4487
Mean 0.0018548
MAD 0.003708
Skewness 63.058
Sum 141
Variance 0.0098231
Memory size 593.9 KiB

num_compra_var44_ult1
Numeric

Distinct count 10
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.0075375
Minimum 0
Maximum 39
Zeros (%) 99.9%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 39
Range 39
Interquartile range 0

Descriptive statistics

Standard deviation 0.31545
Coef of variation 41.851
Kurtosis 5737.2
Mean 0.0075375
MAD 0.015058
Skewness 67.127
Sum 573
Variance 0.09951
Memory size 593.9 KiB

num_ent_var16_ult1
Numeric

Distinct count 13
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.18796
Minimum 0
Maximum 60
Zeros (%) 95.1%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 60
Range 60
Interquartile range 0

Descriptive statistics

Standard deviation 0.99502
Coef of variation 5.2937
Kurtosis 331.7
Mean 0.18796
MAD 0.35754
Skewness 11.595
Sum 14289
Variance 0.99006
Memory size 593.9 KiB

num_med_var22_ult3
Highly correlated

This variable is highly correlated with num_var22_ult3 and should be ignored for analysis

Correlation 0.9484

num_med_var45_ult3
Numeric

Distinct count 71
Unique (%) 0.1%
Missing (%) 0.0%
Missing (n) 0
Mean 4.0247
Minimum 0
Maximum 267
Zeros (%) 67.6%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 3
95-th percentile 21
Maximum 267
Range 267
Interquartile range 3

Descriptive statistics

Standard deviation 10.93
Coef of variation 2.7158
Kurtosis 72.797
Mean 4.0247
MAD 5.6659
Skewness 6.614
Sum 305955
Variance 119.47
Memory size 593.9 KiB

num_meses_var12_ult3
Highly correlated

This variable is highly correlated with num_var12 and should be ignored for analysis

Correlation 0.94489

num_meses_var13_corto_ult3
Highly correlated

This variable is highly correlated with num_var13_corto and should be ignored for analysis

Correlation 0.95625

num_meses_var13_largo_ult3
Numeric

Distinct count 4
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.017403
Minimum 0
Maximum 3
Zeros (%) 99.3%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 3
Range 3
Interquartile range 0

Descriptive statistics

Standard deviation 0.21309
Coef of variation 12.244
Kurtosis 165.33
Mean 0.017403
MAD 0.034558
Skewness 12.744
Sum 1323
Variance 0.045409
Memory size 593.9 KiB

num_meses_var13_medio_ult3
Highly correlated

This variable is highly correlated with num_var13_medio and should be ignored for analysis

Correlation 1

num_meses_var17_ult3
Highly correlated

This variable is highly correlated with ind_var17 and should be ignored for analysis

Correlation 0.90774

num_meses_var29_ult3
Numeric

Distinct count 3
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.00010524
Minimum 0
Maximum 2
Zeros (%) 100.0%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 2
Range 2
Interquartile range 0

Descriptive statistics

Standard deviation 0.01357
Coef of variation 128.95
Kurtosis 19389
Mean 0.00010524
MAD 0.00021046
Skewness 136.84
Sum 8
Variance 0.00018415
Memory size 593.9 KiB

num_meses_var33_ult3
Highly correlated

This variable is highly correlated with num_var33 and should be ignored for analysis

Correlation 0.9284

num_meses_var39_vig_ult3
Numeric

Distinct count 4
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 1.5928
Minimum 0
Maximum 3
Zeros (%) 13.4%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 1
Median 2
Q3 2
95-th percentile 2
Maximum 3
Range 3
Interquartile range 1

Descriptive statistics

Standard deviation 0.71965
Coef of variation 0.45182
Kurtosis 0.41504
Mean 1.5928
MAD 0.59706
Skewness -1.3663
Sum 121084
Variance 0.5179
Memory size 593.9 KiB

num_meses_var44_ult3
Highly correlated

This variable is highly correlated with num_var44_0 and should be ignored for analysis

Correlation 0.93529

num_meses_var5_ult3
Highly correlated

This variable is highly correlated with num_var5 and should be ignored for analysis

Correlation 0.90327

num_meses_var8_ult3
Highly correlated

This variable is highly correlated with num_var8 and should be ignored for analysis

Correlation 0.91753

num_op_var39_comer_ult1
Highly correlated

This variable is highly correlated with num_op_var39_ult1 and should be ignored for analysis

Correlation 0.93172

num_op_var39_comer_ult3
Highly correlated

This variable is highly correlated with num_op_var39_comer_ult1 and should be ignored for analysis

Correlation 0.9177

num_op_var39_efect_ult1
Highly correlated

This variable is highly correlated with num_op_var41_efect_ult3 and should be ignored for analysis

Correlation 0.90216

num_op_var39_efect_ult3
Highly correlated

This variable is highly correlated with num_op_var39_efect_ult1 and should be ignored for analysis

Correlation 0.90325

num_op_var39_hace2
Highly correlated

This variable is highly correlated with num_op_var41_hace2 and should be ignored for analysis

Correlation 0.9926

num_op_var39_hace3
Highly correlated

This variable is highly correlated with num_op_var41_hace3 and should be ignored for analysis

Correlation 0.98912

num_op_var39_ult1
Highly correlated

This variable is highly correlated with num_op_var41_ult3 and should be ignored for analysis

Correlation 0.92252

num_op_var39_ult3
Highly correlated

This variable is highly correlated with num_op_var39_ult1 and should be ignored for analysis

Correlation 0.93546

num_op_var40_comer_ult1
Numeric

Distinct count 34
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.07498
Minimum 0
Maximum 210
Zeros (%) 99.6%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 210
Range 210
Interquartile range 0

Descriptive statistics

Standard deviation 2.0894
Coef of variation 27.866
Kurtosis 4156.7
Mean 0.07498
MAD 0.14938
Skewness 55.374
Sum 5700
Variance 4.3656
Memory size 593.9 KiB

num_op_var40_comer_ult3
Highly correlated

This variable is highly correlated with num_op_var40_comer_ult1 and should be ignored for analysis

Correlation 0.90001

num_op_var40_efect_ult1
Numeric

Distinct count 7
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.0024862
Minimum 0
Maximum 24
Zeros (%) 100.0%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 24
Range 24
Interquartile range 0

Descriptive statistics

Standard deviation 0.14717
Coef of variation 59.196
Kurtosis 13353
Mean 0.0024862
MAD 0.0049699
Skewness 101.23
Sum 189
Variance 0.021659
Memory size 593.9 KiB

num_op_var40_efect_ult3
Numeric

Distinct count 9
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.0036701
Minimum 0
Maximum 24
Zeros (%) 99.9%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 24
Range 24
Interquartile range 0

Descriptive statistics

Standard deviation 0.20207
Coef of variation 55.058
Kurtosis 8395.1
Mean 0.0036701
MAD 0.0073358
Skewness 83.761
Sum 279
Variance 0.040832
Memory size 593.9 KiB

num_op_var40_hace2
Numeric

Distinct count 19
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.020245
Minimum 0
Maximum 117
Zeros (%) 99.9%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 117
Range 117
Interquartile range 0

Descriptive statistics

Standard deviation 0.89762
Coef of variation 44.338
Kurtosis 7701.5
Mean 0.020245
MAD 0.040435
Skewness 78.209
Sum 1539
Variance 0.80572
Memory size 593.9 KiB

num_op_var40_hace3
Numeric

Distinct count 5
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.001026
Minimum 0
Maximum 48
Zeros (%) 100.0%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 48
Range 48
Interquartile range 0

Descriptive statistics

Standard deviation 0.18076
Coef of variation 176.17
Kurtosis 65517
Mean 0.001026
MAD 0.0020519
Skewness 249.06
Sum 78
Variance 0.032675
Memory size 593.9 KiB

num_op_var40_ult1
Numeric

Distinct count 30
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.057024
Minimum 0
Maximum 234
Zeros (%) 99.7%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 234
Range 234
Interquartile range 0

Descriptive statistics

Standard deviation 1.8274
Coef of variation 32.045
Kurtosis 6386.1
Mean 0.057024
MAD 0.11371
Skewness 67.99
Sum 4335
Variance 3.3393
Memory size 593.9 KiB

num_op_var40_ult3
Highly correlated

This variable is highly correlated with num_op_var40_ult1 and should be ignored for analysis

Correlation 0.95596

num_op_var41_comer_ult1
Highly correlated

This variable is highly correlated with num_op_var39_comer_ult1 and should be ignored for analysis

Correlation 0.97352

num_op_var41_comer_ult3
Highly correlated

This variable is highly correlated with num_op_var41_comer_ult1 and should be ignored for analysis

Correlation 0.91944

num_op_var41_efect_ult1
Numeric

Distinct count 25
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.71942
Minimum 0
Maximum 90
Zeros (%) 91.2%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 6
Maximum 90
Range 90
Interquartile range 0

Descriptive statistics

Standard deviation 3.211
Coef of variation 4.4633
Kurtosis 82.689
Mean 0.71942
MAD 1.3123
Skewness 7.4853
Sum 54690
Variance 10.311
Memory size 593.9 KiB

num_op_var41_efect_ult3
Highly correlated

This variable is highly correlated with num_op_var41_efect_ult1 and should be ignored for analysis

Correlation 0.90325

num_op_var41_hace2
Numeric

Distinct count 51
Unique (%) 0.1%
Missing (%) 0.0%
Missing (n) 0
Mean 1.6011
Minimum 0
Maximum 249
Zeros (%) 89.0%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 9
Maximum 249
Range 249
Interquartile range 0

Descriptive statistics

Standard deviation 7.322
Coef of variation 4.573
Kurtosis 106.96
Mean 1.6011
MAD 2.8509
Skewness 8.3375
Sum 121719
Variance 53.612
Memory size 593.9 KiB

num_op_var41_hace3
Numeric

Distinct count 22
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.093923
Minimum 0
Maximum 81
Zeros (%) 98.7%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 81
Range 81
Interquartile range 0

Descriptive statistics

Standard deviation 1.2152
Coef of variation 12.938
Kurtosis 1002.7
Mean 0.093923
MAD 0.18543
Skewness 25.824
Sum 7140
Variance 1.4768
Memory size 593.9 KiB

num_op_var41_ult1
Numeric

Distinct count 68
Unique (%) 0.1%
Missing (%) 0.0%
Missing (n) 0
Mean 2.8588
Minimum 0
Maximum 468
Zeros (%) 84.7%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 18
Maximum 468
Range 468
Interquartile range 0

Descriptive statistics

Standard deviation 10.886
Coef of variation 3.8079
Kurtosis 106.78
Mean 2.8588
MAD 4.8428
Skewness 7.4111
Sum 217329
Variance 118.51
Memory size 593.9 KiB

num_op_var41_ult3
Highly correlated

This variable is highly correlated with num_op_var41_ult1 and should be ignored for analysis

Correlation 0.93425

num_reemb_var13_hace3
Constant

This variable is constant and should be ignored for analysis

Constant value 0

num_reemb_var13_ult1
Highly correlated

This variable is highly correlated with delta_num_reemb_var13_1y3 and should be ignored for analysis

Correlation 1

num_reemb_var17_hace3
Highly correlated

This variable is highly correlated with imp_reemb_var17_hace3 and should be ignored for analysis

Correlation 1

num_reemb_var17_ult1
Numeric

Distinct count 5
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.0011839
Minimum 0
Maximum 21
Zeros (%) 100.0%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 21
Range 21
Interquartile range 0

Descriptive statistics

Standard deviation 0.098523
Coef of variation 83.219
Kurtosis 28604
Mean 0.0011839
MAD 0.0023672
Skewness 149.27
Sum 90
Variance 0.0097067
Memory size 593.9 KiB

num_reemb_var33_hace3
Constant

This variable is constant and should be ignored for analysis

Constant value 0

num_reemb_var33_ult1
Highly correlated

This variable is highly correlated with imp_reemb_var33_ult1 and should be ignored for analysis

Correlation 1

num_sal_var16_ult1
Numeric

Distinct count 6
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.0049329
Minimum 0
Maximum 15
Zeros (%) 99.9%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 15
Range 15
Interquartile range 0

Descriptive statistics

Standard deviation 0.15495
Coef of variation 31.411
Kurtosis 2496.4
Mean 0.0049329
MAD 0.0098534
Skewness 42.773
Sum 375
Variance 0.024009
Memory size 593.9 KiB

num_trasp_var11_ult1
Numeric

Distinct count 18
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.12068
Minimum 0
Maximum 93
Zeros (%) 97.8%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 93
Range 93
Interquartile range 0

Descriptive statistics

Standard deviation 1.1721
Coef of variation 9.713
Kurtosis 970.12
Mean 0.12068
MAD 0.23616
Skewness 23.013
Sum 9174
Variance 1.3739
Memory size 593.9 KiB

num_trasp_var17_in_hace3
Highly correlated

This variable is highly correlated with imp_trasp_var17_in_hace3 and should be ignored for analysis

Correlation 0.99975

num_trasp_var17_in_ult1
Highly correlated

This variable is highly correlated with delta_num_trasp_var17_in_1y3 and should be ignored for analysis

Correlation 1

num_trasp_var17_out_hace3
Constant

This variable is constant and should be ignored for analysis

Constant value 0

num_trasp_var17_out_ult1
Highly correlated

This variable is highly correlated with delta_num_trasp_var17_out_1y3 and should be ignored for analysis

Correlation 1

num_trasp_var33_in_hace3
Highly correlated

This variable is highly correlated with imp_trasp_var33_in_hace3 and should be ignored for analysis

Correlation 0.96972

num_trasp_var33_in_ult1
Highly correlated

This variable is highly correlated with delta_num_trasp_var33_in_1y3 and should be ignored for analysis

Correlation 0.94868

num_trasp_var33_out_hace3
Constant

This variable is constant and should be ignored for analysis

Constant value 0

num_trasp_var33_out_ult1
Highly correlated

This variable is highly correlated with imp_trasp_var33_out_ult1 and should be ignored for analysis

Correlation 1

num_var1
Highly correlated

This variable is highly correlated with ind_var39 and should be ignored for analysis

Correlation 0.99304

num_var12
Highly correlated

This variable is highly correlated with ind_var24 and should be ignored for analysis

Correlation 0.90353

num_var12_0
Numeric

Distinct count 6
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.21125
Minimum 0
Maximum 111
Zeros (%) 93.2%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 3
Maximum 111
Range 111
Interquartile range 0

Descriptive statistics

Standard deviation 0.89024
Coef of variation 4.2142
Kurtosis 3164.3
Mean 0.21125
MAD 0.39397
Skewness 28.073
Sum 16059
Variance 0.79252
Memory size 593.9 KiB

num_var13
Highly correlated

This variable is highly correlated with num_var13_0 and should be ignored for analysis

Correlation 0.97792

num_var13_0
Highly correlated

This variable is highly correlated with ind_var13 and should be ignored for analysis

Correlation 0.94574

num_var13_corto
Highly correlated

This variable is highly correlated with num_var13_corto_0 and should be ignored for analysis

Correlation 0.97678

num_var13_corto_0
Highly correlated

This variable is highly correlated with ind_var13_corto and should be ignored for analysis

Correlation 0.97648

num_var13_largo
Highly correlated

This variable is highly correlated with num_var13_largo_0 and should be ignored for analysis

Correlation 0.97917

num_var13_largo_0
Highly correlated

This variable is highly correlated with ind_var13_largo and should be ignored for analysis

Correlation 0.90496

num_var13_medio
Highly correlated

This variable is highly correlated with num_var13_medio_0 and should be ignored for analysis

Correlation 1

num_var13_medio_0
Highly correlated

This variable is highly correlated with ind_var13_medio and should be ignored for analysis

Correlation 1

num_var14
Highly correlated

This variable is highly correlated with ind_var14 and should be ignored for analysis

Correlation 0.98588

num_var14_0
Numeric

Distinct count 5
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.072691
Minimum 0
Maximum 111
Zeros (%) 97.6%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 111
Range 111
Interquartile range 0

Descriptive statistics

Standard deviation 0.61082
Coef of variation 8.4029
Kurtosis 14322
Mean 0.072691
MAD 0.14194
Skewness 81.541
Sum 5526
Variance 0.37309
Memory size 593.9 KiB

num_var17
Numeric

Distinct count 9
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.0088792
Minimum 0
Maximum 27
Zeros (%) 99.9%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 27
Range 27
Interquartile range 0

Descriptive statistics

Standard deviation 0.28877
Coef of variation 32.522
Kurtosis 2729.1
Mean 0.0088792
MAD 0.017733
Skewness 46.416
Sum 675
Variance 0.083387
Memory size 593.9 KiB

num_var17_0
Numeric

Distinct count 11
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.011878
Minimum 0
Maximum 36
Zeros (%) 99.8%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 36
Range 36
Interquartile range 0

Descriptive statistics

Standard deviation 0.36248
Coef of variation 30.516
Kurtosis 2988.8
Mean 0.011878
MAD 0.023714
Skewness 47.384
Sum 903
Variance 0.13139
Memory size 593.9 KiB

num_var18
Highly correlated

This variable is highly correlated with num_var18_0 and should be ignored for analysis

Correlation 1

num_var18_0
Highly correlated

This variable is highly correlated with ind_var18 and should be ignored for analysis

Correlation 1

num_var1_0
Highly correlated

This variable is highly correlated with ind_var40_0 and should be ignored for analysis

Correlation 0.99711

num_var20
Highly correlated

This variable is highly correlated with ind_var20 and should be ignored for analysis

Correlation 1

num_var20_0
Highly correlated

This variable is highly correlated with ind_var20_0 and should be ignored for analysis

Correlation 1

num_var22_hace2
Numeric

Distinct count 22
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 1.2987
Minimum 0
Maximum 123
Zeros (%) 79.6%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 9
Maximum 123
Range 123
Interquartile range 0

Descriptive statistics

Standard deviation 3.4503
Coef of variation 2.6567
Kurtosis 61.782
Mean 1.2987
MAD 2.0685
Skewness 5.129
Sum 98727
Variance 11.904
Memory size 593.9 KiB

num_var22_hace3
Numeric

Distinct count 19
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 1.1849
Minimum 0
Maximum 108
Zeros (%) 81.4%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 9
Maximum 108
Range 108
Interquartile range 0

Descriptive statistics

Standard deviation 3.2633
Coef of variation 2.7541
Kurtosis 38.824
Mean 1.1849
MAD 1.929
Skewness 4.5352
Sum 90075
Variance 10.649
Memory size 593.9 KiB

num_var22_ult1
Numeric

Distinct count 18
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.56066
Minimum 0
Maximum 96
Zeros (%) 89.4%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 3
Maximum 96
Range 96
Interquartile range 0

Descriptive statistics

Standard deviation 2.1044
Coef of variation 3.7535
Kurtosis 113.17
Mean 0.56066
MAD 1.0023
Skewness 7.2072
Sum 42621
Variance 4.4285
Memory size 593.9 KiB

num_var22_ult3
Numeric

Distinct count 33
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 3.0442
Minimum 0
Maximum 234
Zeros (%) 65.7%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 3
95-th percentile 15
Maximum 234
Range 234
Interquartile range 3

Descriptive statistics

Standard deviation 6.2061
Coef of variation 2.0386
Kurtosis 50.331
Mean 3.0442
MAD 4.0115
Skewness 4.2099
Sum 231423
Variance 38.516
Memory size 593.9 KiB

num_var24
Highly correlated

This variable is highly correlated with num_var24_0 and should be ignored for analysis

Correlation 0.94198

num_var24_0
Highly correlated

This variable is highly correlated with ind_var24 and should be ignored for analysis

Correlation 0.94148

num_var25
Highly correlated

This variable is highly correlated with num_var25_0 and should be ignored for analysis

Correlation 1

num_var25_0
Highly correlated

This variable is highly correlated with num_var26 and should be ignored for analysis

Correlation 0.97499

num_var26
Highly correlated

This variable is highly correlated with num_var26_0 and should be ignored for analysis

Correlation 1

num_var26_0
Numeric

Distinct count 9
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.089384
Minimum 0
Maximum 33
Zeros (%) 97.5%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 33
Range 33
Interquartile range 0

Descriptive statistics

Standard deviation 0.6286
Coef of variation 7.0325
Kurtosis 241.34
Mean 0.089384
MAD 0.17436
Skewness 11.081
Sum 6795
Variance 0.39513
Memory size 593.9 KiB

num_var27
Constant

This variable is constant and should be ignored for analysis

Constant value 0

num_var27_0
Constant

This variable is constant and should be ignored for analysis

Constant value 0

num_var28
Constant

This variable is constant and should be ignored for analysis

Constant value 0

num_var28_0
Constant

This variable is constant and should be ignored for analysis

Constant value 0

num_var29
Highly correlated

This variable is highly correlated with num_var6 and should be ignored for analysis

Correlation 1

num_var29_0
Highly correlated

This variable is highly correlated with num_var6_0 and should be ignored for analysis

Correlation 1

num_var2_0_ult1
Constant

This variable is constant and should be ignored for analysis

Constant value 0

num_var2_ult1
Constant

This variable is constant and should be ignored for analysis

Constant value 0

num_var30
Numeric

Distinct count 9
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 2.3829
Minimum 0
Maximum 33
Zeros (%) 26.7%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 3
Q3 3
95-th percentile 6
Maximum 33
Range 33
Interquartile range 3

Descriptive statistics

Standard deviation 1.6428
Coef of variation 0.68941
Kurtosis 3.1718
Mean 2.3829
MAD 1.2732
Skewness 0.27377
Sum 181146
Variance 2.6987
Memory size 593.9 KiB

num_var30_0
Numeric

Distinct count 11
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 3.3719
Minimum 0
Maximum 114
Zeros (%) 0.5%

Quantile statistics

Minimum 0
5-th percentile 3
Q1 3
Median 3
Q3 3
95-th percentile 6
Maximum 114
Range 114
Interquartile range 0

Descriptive statistics

Standard deviation 1.3367
Coef of variation 0.39641
Kurtosis 632.14
Mean 3.3719
MAD 0.69653
Skewness 10.585
Sum 256329
Variance 1.7866
Memory size 593.9 KiB

num_var31
Numeric

Distinct count 9
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.016062
Minimum 0
Maximum 27
Zeros (%) 99.6%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 27
Range 27
Interquartile range 0

Descriptive statistics

Standard deviation 0.33161
Coef of variation 20.646
Kurtosis 1659.6
Mean 0.016062
MAD 0.032005
Skewness 34.384
Sum 1221
Variance 0.10996
Memory size 593.9 KiB

num_var31_0
Highly correlated

This variable is highly correlated with num_var17_0 and should be ignored for analysis

Correlation 0.91166

num_var32
Highly correlated

This variable is highly correlated with num_var32_0 and should be ignored for analysis

Correlation 1

num_var32_0
Highly correlated

This variable is highly correlated with ind_var32 and should be ignored for analysis

Correlation 0.91981

num_var33
Highly correlated

This variable is highly correlated with num_var33_0 and should be ignored for analysis

Correlation 0.90493

num_var33_0
Highly correlated

This variable is highly correlated with ind_var33_0 and should be ignored for analysis

Correlation 0.92298

num_var34
Highly correlated

This variable is highly correlated with num_var34_0 and should be ignored for analysis

Correlation 1

num_var34_0
Highly correlated

This variable is highly correlated with ind_var34 and should be ignored for analysis

Correlation 1

num_var35
Highly correlated

This variable is highly correlated with num_var4 and should be ignored for analysis

Correlation 0.98313

num_var37
Highly correlated

This variable is highly correlated with num_var37_0 and should be ignored for analysis

Correlation 1

num_var37_0
Highly correlated

This variable is highly correlated with num_var37_med_ult2 and should be ignored for analysis

Correlation 0.92619

num_var37_med_ult2
Numeric

Distinct count 21
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.26354
Minimum 0
Maximum 105
Zeros (%) 95.3%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 105
Range 105
Interquartile range 0

Descriptive statistics

Standard deviation 1.6503
Coef of variation 6.262
Kurtosis 508.02
Mean 0.26354
MAD 0.50233
Skewness 15.392
Sum 20034
Variance 2.7234
Memory size 593.9 KiB

num_var39
Highly correlated

This variable is highly correlated with num_var40 and should be ignored for analysis

Correlation 1

num_var39_0
Numeric

Distinct count 9
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 2.7249
Minimum 0
Maximum 33
Zeros (%) 11.9%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 3
Median 3
Q3 3
95-th percentile 3
Maximum 33
Range 33
Interquartile range 0

Descriptive statistics

Standard deviation 1.1392
Coef of variation 0.41805
Kurtosis 12.62
Mean 2.7249
MAD 0.64987
Skewness -0.37831
Sum 207150
Variance 1.2977
Memory size 593.9 KiB

num_var4
Numeric

Distinct count 8
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 1.0794
Minimum 0
Maximum 7
Zeros (%) 25.7%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 1
Q3 1
95-th percentile 3
Maximum 7
Range 7
Interquartile range 1

Descriptive statistics

Standard deviation 0.90957
Coef of variation 0.84263
Kurtosis 1.7403
Mean 1.0794
MAD 0.6343
Skewness 1.045
Sum 82059
Variance 0.82731
Memory size 593.9 KiB

num_var40
Highly correlated

This variable is highly correlated with num_var1 and should be ignored for analysis

Correlation 0.99304

num_var40_0
Highly correlated

This variable is highly correlated with num_var1_0 and should be ignored for analysis

Correlation 0.99769

num_var41
Constant

This variable is constant and should be ignored for analysis

Constant value 0

num_var41_0
Highly correlated

This variable is highly correlated with num_var39_0 and should be ignored for analysis

Correlation 0.95018

num_var42
Numeric

Distinct count 7
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 2.218
Minimum 0
Maximum 18
Zeros (%) 28.8%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 3
Q3 3
95-th percentile 3
Maximum 18
Range 18
Interquartile range 3

Descriptive statistics

Standard deviation 1.4977
Coef of variation 0.67525
Kurtosis -0.011351
Mean 2.218
MAD 1.2784
Skewness -0.33993
Sum 168612
Variance 2.2431
Memory size 593.9 KiB

num_var42_0
Highly correlated

This variable is highly correlated with num_var12_0 and should be ignored for analysis

Correlation 0.90809

num_var43_emit_ult1
Numeric

Distinct count 27
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.39282
Minimum 0
Maximum 180
Zeros (%) 93.3%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 3
Maximum 180
Range 180
Interquartile range 0

Descriptive statistics

Standard deviation 2.2159
Coef of variation 5.6409
Kurtosis 808.17
Mean 0.39282
MAD 0.73332
Skewness 18.094
Sum 29862
Variance 4.91
Memory size 593.9 KiB

num_var43_recib_ult1
Numeric

Distinct count 38
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.815
Minimum 0
Maximum 264
Zeros (%) 87.1%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 6
Maximum 264
Range 264
Interquartile range 0

Descriptive statistics

Standard deviation 3.5577
Coef of variation 4.3652
Kurtosis 691.64
Mean 0.815
MAD 1.4192
Skewness 17.39
Sum 61956
Variance 12.657
Memory size 593.9 KiB

num_var44
Highly correlated

This variable is highly correlated with num_var44_0 and should be ignored for analysis

Correlation 0.94717

num_var44_0
Highly correlated

This variable is highly correlated with ind_var44 and should be ignored for analysis

Correlation 0.94717

num_var45_hace2
Highly correlated

This variable is highly correlated with num_med_var45_ult3 and should be ignored for analysis

Correlation 0.90812

num_var45_hace3
Numeric

Distinct count 66
Unique (%) 0.1%
Missing (%) 0.0%
Missing (n) 0
Mean 3.8944
Minimum 0
Maximum 339
Zeros (%) 66.6%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 3
95-th percentile 21
Maximum 339
Range 339
Interquartile range 3

Descriptive statistics

Standard deviation 10.417
Coef of variation 2.6748
Kurtosis 93.457
Mean 3.8944
MAD 5.4142
Skewness 6.8763
Sum 296052
Variance 108.51
Memory size 593.9 KiB

num_var45_ult1
Numeric

Distinct count 94
Unique (%) 0.1%
Missing (%) 0.0%
Missing (n) 0
Mean 4.3635
Minimum 0
Maximum 510
Zeros (%) 71.5%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 3
95-th percentile 24
Maximum 510
Range 510
Interquartile range 3

Descriptive statistics

Standard deviation 14.406
Coef of variation 3.3016
Kurtosis 132.22
Mean 4.3635
MAD 6.4946
Skewness 8.6431
Sum 331713
Variance 207.55
Memory size 593.9 KiB

num_var45_ult3
Highly correlated

This variable is highly correlated with num_var45_hace2 and should be ignored for analysis

Correlation 0.90996

num_var46
Constant

This variable is constant and should be ignored for analysis

Constant value 0

num_var46_0
Constant

This variable is constant and should be ignored for analysis

Constant value 0

num_var5
Highly correlated

This variable is highly correlated with ind_var5 and should be ignored for analysis

Correlation 0.99371

num_var5_0
Highly correlated

This variable is highly correlated with ind_var5_0 and should be ignored for analysis

Correlation 0.92278

num_var6
Highly correlated

This variable is highly correlated with ind_var29 and should be ignored for analysis

Correlation 1

num_var6_0
Highly correlated

This variable is highly correlated with ind_var29_0 and should be ignored for analysis

Correlation 1

num_var7_emit_ult1
Highly correlated

This variable is highly correlated with ind_var7_emit_ult1 and should be ignored for analysis

Correlation 1

num_var7_recib_ult1
Numeric

Distinct count 6
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.0103
Minimum 0
Maximum 24
Zeros (%) 99.7%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 24
Range 24
Interquartile range 0

Descriptive statistics

Standard deviation 0.22878
Coef of variation 22.212
Kurtosis 2291.1
Mean 0.0103
MAD 0.020544
Skewness 36.793
Sum 783
Variance 0.052341
Memory size 593.9 KiB

num_var8
Highly correlated

This variable is highly correlated with num_var8_0 and should be ignored for analysis

Correlation 0.9311

num_var8_0
Highly correlated

This variable is highly correlated with ind_var8 and should be ignored for analysis

Correlation 0.9311

num_venta_var44_hace3
Highly correlated

This variable is highly correlated with imp_venta_var44_hace3 and should be ignored for analysis

Correlation 0.90763

num_venta_var44_ult1
Numeric

Distinct count 9
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.0044199
Minimum 0
Maximum 39
Zeros (%) 99.9%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 39
Range 39
Interquartile range 0

Descriptive statistics

Standard deviation 0.26426
Coef of variation 59.788
Kurtosis 10554
Mean 0.0044199
MAD 0.0088347
Skewness 93.224
Sum 336
Variance 0.069831
Memory size 593.9 KiB

saldo_medio_var12_hace2
Numeric

Distinct count 2834
Unique (%) 3.7%
Missing (%) 0.0%
Missing (n) 0
Mean 3997
Minimum 0
Maximum 3000500
Zeros (%) 96.1%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 3000500
Range 3000500
Interquartile range 0

Descriptive statistics

Standard deviation 37773
Coef of variation 9.4503
Kurtosis 1340.2
Mean 3997
MAD 7720.5
Skewness 26.357
Sum 303850000
Variance 1426800000
Memory size 593.9 KiB

saldo_medio_var12_hace3
Numeric

Distinct count 1152
Unique (%) 1.5%
Missing (%) 0.0%
Missing (n) 0
Mean 613.53
Minimum 0
Maximum 668340
Zeros (%) 98.3%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 668340
Range 668340
Interquartile range 0

Descriptive statistics

Standard deviation 9292.8
Coef of variation 15.146
Kurtosis 1204
Mean 613.53
MAD 1208.4
Skewness 28.711
Sum 46641000
Variance 86355000
Memory size 593.9 KiB

saldo_medio_var12_ult1
Highly correlated

This variable is highly correlated with saldo_medio_var12_hace2 and should be ignored for analysis

Correlation 0.91687

saldo_medio_var12_ult3
Highly correlated

This variable is highly correlated with saldo_medio_var12_ult1 and should be ignored for analysis

Correlation 0.98594

saldo_medio_var13_corto_hace2
Numeric

Distinct count 1628
Unique (%) 2.1%
Missing (%) 0.0%
Missing (n) 0
Mean 3639.4
Minimum 0
Maximum 450000
Zeros (%) 96.1%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 450000
Range 450000
Interquartile range 0

Descriptive statistics

Standard deviation 26359
Coef of variation 7.2427
Kurtosis 122.02
Mean 3639.4
MAD 7005.3
Skewness 10.122
Sum 276670000
Variance 694810000
Memory size 593.9 KiB

saldo_medio_var13_corto_hace3
Numeric

Distinct count 968
Unique (%) 1.3%
Missing (%) 0.0%
Missing (n) 0
Mean 556.18
Minimum 0
Maximum 304840
Zeros (%) 98.2%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 304840
Range 304840
Interquartile range 0

Descriptive statistics

Standard deviation 7182.6
Coef of variation 12.914
Kurtosis 563.9
Mean 556.18
MAD 1093
Skewness 20.953
Sum 42281000
Variance 51590000
Memory size 593.9 KiB

saldo_medio_var13_corto_ult1
Highly correlated

This variable is highly correlated with saldo_medio_var13_corto_hace2 and should be ignored for analysis

Correlation 0.91928

saldo_medio_var13_corto_ult3
Highly correlated

This variable is highly correlated with saldo_medio_var13_corto_ult1 and should be ignored for analysis

Correlation 0.98837

saldo_medio_var13_largo_hace2
Numeric

Distinct count 295
Unique (%) 0.4%
Missing (%) 0.0%
Missing (n) 0
Mean 771.23
Minimum 0
Maximum 840000
Zeros (%) 99.4%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 840000
Range 840000
Interquartile range 0

Descriptive statistics

Standard deviation 13082
Coef of variation 16.963
Kurtosis 824.63
Mean 771.23
MAD 1532.6
Skewness 25.083
Sum 58629000
Variance 171140000
Memory size 593.9 KiB

saldo_medio_var13_largo_hace3
Numeric

Distinct count 264
Unique (%) 0.3%
Missing (%) 0.0%
Missing (n) 0
Mean 162.17
Minimum 0
Maximum 534000
Zeros (%) 99.6%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 534000
Range 534000
Interquartile range 0

Descriptive statistics

Standard deviation 4698.9
Coef of variation 28.975
Kurtosis 3965.9
Mean 162.17
MAD 323.07
Skewness 53.563
Sum 12328000
Variance 22079000
Memory size 593.9 KiB

saldo_medio_var13_largo_ult1
Highly correlated

This variable is highly correlated with saldo_medio_var13_largo_hace2 and should be ignored for analysis

Correlation 0.91773

saldo_medio_var13_largo_ult3
Highly correlated

This variable is highly correlated with saldo_medio_var13_largo_ult1 and should be ignored for analysis

Correlation 0.98706

saldo_medio_var13_medio_hace2
Highly correlated

This variable is highly correlated with num_meses_var13_medio_ult3 and should be ignored for analysis

Correlation 0.98717

saldo_medio_var13_medio_hace3
Constant

This variable is constant and should be ignored for analysis

Constant value 0

saldo_medio_var13_medio_ult1
Highly correlated

This variable is highly correlated with saldo_medio_var13_medio_hace2 and should be ignored for analysis

Correlation 0.94487

saldo_medio_var13_medio_ult3
Highly correlated

This variable is highly correlated with saldo_medio_var13_medio_ult1 and should be ignored for analysis

Correlation 0.99701

saldo_medio_var17_hace2
Highly correlated

This variable is highly correlated with imp_aport_var17_hace3 and should be ignored for analysis

Correlation 0.99594

saldo_medio_var17_hace3
Highly correlated

This variable is highly correlated with saldo_medio_var17_hace2 and should be ignored for analysis

Correlation 0.99366

saldo_medio_var17_ult1
Highly correlated

This variable is highly correlated with saldo_medio_var17_hace3 and should be ignored for analysis

Correlation 0.97149

saldo_medio_var17_ult3
Highly correlated

This variable is highly correlated with saldo_medio_var17_ult1 and should be ignored for analysis

Correlation 0.9973

saldo_medio_var29_hace2
Numeric

Distinct count 5
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.21307
Minimum 0
Maximum 10430
Zeros (%) 100.0%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 10430
Range 10430
Interquartile range 0

Descriptive statistics

Standard deviation 41.82
Coef of variation 196.27
Kurtosis 53250
Mean 0.21307
MAD 0.42612
Skewness 224.55
Sum 16198
Variance 1748.9
Memory size 593.9 KiB

saldo_medio_var29_hace3
Numeric

Distinct count 2
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.00191
Minimum 0
Maximum 145.2
Zeros (%) 100.0%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 145.2
Range 145.2
Interquartile range 0

Descriptive statistics

Standard deviation 0.52663
Coef of variation 275.72
Kurtosis 76020
Mean 0.00191
MAD 0.00382
Skewness 275.72
Sum 145.2
Variance 0.27734
Memory size 593.9 KiB

saldo_medio_var29_ult1
Highly correlated

This variable is highly correlated with saldo_var29 and should be ignored for analysis

Correlation 0.94144

saldo_medio_var29_ult3
Highly correlated

This variable is highly correlated with saldo_medio_var29_ult1 and should be ignored for analysis

Correlation 0.95024

saldo_medio_var33_hace2
Numeric

Distinct count 43
Unique (%) 0.1%
Missing (%) 0.0%
Missing (n) 0
Mean 7.9358
Minimum 0
Maximum 50004
Zeros (%) 99.9%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 50004
Range 50004
Interquartile range 0

Descriptive statistics

Standard deviation 455.89
Coef of variation 57.447
Kurtosis 6274.6
Mean 7.9358
MAD 15.863
Skewness 74.059
Sum 603280
Variance 207830
Memory size 593.9 KiB

saldo_medio_var33_hace3
Numeric

Distinct count 24
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 1.3651
Minimum 0
Maximum 20386
Zeros (%) 100.0%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 20386
Range 20386
Interquartile range 0

Descriptive statistics

Standard deviation 113.96
Coef of variation 83.478
Kurtosis 17511
Mean 1.3651
MAD 2.7294
Skewness 120.88
Sum 103780
Variance 12987
Memory size 593.9 KiB

saldo_medio_var33_ult1
Highly correlated

This variable is highly correlated with saldo_var33 and should be ignored for analysis

Correlation 0.99863

saldo_medio_var33_ult3
Highly correlated

This variable is highly correlated with saldo_medio_var33_ult1 and should be ignored for analysis

Correlation 0.99203

saldo_medio_var44_hace2
Numeric

Distinct count 99
Unique (%) 0.1%
Missing (%) 0.0%
Missing (n) 0
Mean 31.505
Minimum 0
Maximum 438330
Zeros (%) 99.9%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 438330
Range 438330
Interquartile range 0

Descriptive statistics

Standard deviation 2013.1
Coef of variation 63.898
Kurtosis 30354
Mean 31.505
MAD 62.932
Skewness 151.92
Sum 2395000
Variance 4052700
Memory size 593.9 KiB

saldo_medio_var44_hace3
Numeric

Distinct count 33
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 1.8586
Minimum 0
Maximum 24650
Zeros (%) 100.0%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 24650
Range 24650
Interquartile range 0

Descriptive statistics

Standard deviation 147.79
Coef of variation 79.516
Kurtosis 16768
Mean 1.8586
MAD 3.7156
Skewness 120.07
Sum 141290
Variance 21841
Memory size 593.9 KiB

saldo_medio_var44_ult1
Highly correlated

This variable is highly correlated with saldo_var44 and should be ignored for analysis

Correlation 0.91022

saldo_medio_var44_ult3
Highly correlated

This variable is highly correlated with saldo_medio_var44_ult1 and should be ignored for analysis

Correlation 0.96817

saldo_medio_var5_hace2
Numeric

Distinct count 14486
Unique (%) 19.1%
Missing (%) 0.0%
Missing (n) 0
Mean 1579.1
Minimum -128.37
Maximum 812140
Zeros (%) 30.6%

Quantile statistics

Minimum -128.37
5-th percentile 0
Q1 0
Median 3
Q3 90
95-th percentile 3842.3
Maximum 812140
Range 812270
Interquartile range 90

Descriptive statistics

Standard deviation 12148
Coef of variation 7.6931
Kurtosis 863.28
Mean 1579.1
MAD 2745.3
Skewness 22.401
Sum 120050000
Variance 147580000
Memory size 593.9 KiB

saldo_medio_var5_hace3
Numeric

Distinct count 7787
Unique (%) 10.2%
Missing (%) 0.0%
Missing (n) 0
Mean 891.37
Minimum -8.04
Maximum 1542300
Zeros (%) 39.0%

Quantile statistics

Minimum -8.04
5-th percentile 0
Q1 0
Median 0.99
Q3 12.218
95-th percentile 1069.6
Maximum 1542300
Range 1542300
Interquartile range 12.218

Descriptive statistics

Standard deviation 9888.6
Coef of variation 11.094
Kurtosis 9125.5
Mean 891.37
MAD 1639.6
Skewness 70.032
Sum 67762000
Variance 97784000
Memory size 593.9 KiB

saldo_medio_var5_ult1
Numeric

Distinct count 14778
Unique (%) 19.4%
Missing (%) 0.0%
Missing (n) 0
Mean 1077.3
Minimum -922.38
Maximum 601430
Zeros (%) 32.4%

Quantile statistics

Minimum -922.38
5-th percentile 0
Q1 0
Median 3
Q3 90
95-th percentile 2850
Maximum 601430
Range 602350
Interquartile range 90

Descriptive statistics

Standard deviation 9614.9
Coef of variation 8.9254
Kurtosis 993.8
Mean 1077.3
MAD 1832
Skewness 25.975
Sum 81893000
Variance 92446000
Memory size 593.9 KiB

saldo_medio_var5_ult3
Numeric

Distinct count 17330
Unique (%) 22.8%
Missing (%) 0.0%
Missing (n) 0
Mean 1048.9
Minimum -476.07
Maximum 544370
Zeros (%) 32.4%

Quantile statistics

Minimum -476.07
5-th percentile 0
Q1 0
Median 2.73
Q3 83.79
95-th percentile 3119.6
Maximum 544370
Range 544840
Interquartile range 83.79

Descriptive statistics

Standard deviation 8189.9
Coef of variation 7.8085
Kurtosis 1153.3
Mean 1048.9
MAD 1777.4
Skewness 26.621
Sum 79734000
Variance 67075000
Memory size 593.9 KiB

saldo_medio_var8_hace2
Numeric

Distinct count 1325
Unique (%) 1.7%
Missing (%) 0.0%
Missing (n) 0
Mean 68.275
Minimum -287.67
Maximum 231350
Zeros (%) 98.2%

Quantile statistics

Minimum -287.67
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 231350
Range 231640
Interquartile range 0

Descriptive statistics

Standard deviation 1733.8
Coef of variation 25.395
Kurtosis 6661.6
Mean 68.275
MAD 134.29
Skewness 69.756
Sum 5190300
Variance 3006200
Memory size 593.9 KiB

saldo_medio_var8_hace3
Numeric

Distinct count 439
Unique (%) 0.6%
Missing (%) 0.0%
Missing (n) 0
Mean 9.5053
Minimum 0
Maximum 77586
Zeros (%) 99.4%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 77586
Range 77586
Interquartile range 0

Descriptive statistics

Standard deviation 519.39
Coef of variation 54.642
Kurtosis 13596
Mean 9.5053
MAD 18.909
Skewness 106.21
Sum 722590
Variance 269770
Memory size 593.9 KiB

saldo_medio_var8_ult1
Highly correlated

This variable is highly correlated with saldo_var8 and should be ignored for analysis

Correlation 0.92552

saldo_medio_var8_ult3
Highly correlated

This variable is highly correlated with saldo_medio_var8_ult1 and should be ignored for analysis

Correlation 0.94698

saldo_var1
Numeric

Distinct count 285
Unique (%) 0.4%
Missing (%) 0.0%
Missing (n) 0
Mean 48.449
Minimum -0.9
Maximum 3000000
Zeros (%) 99.6%

Quantile statistics

Minimum -0.9
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 3000000
Range 3000000
Interquartile range 0

Descriptive statistics

Standard deviation 10937
Coef of variation 225.75
Kurtosis 74461
Mean 48.449
MAD 96.544
Skewness 271.72
Sum 3683100
Variance 119630000
Memory size 593.9 KiB

saldo_var12
Numeric

Distinct count 3059
Unique (%) 4.0%
Missing (%) 0.0%
Missing (n) 0
Mean 6021.6
Minimum 0
Maximum 3008100
Zeros (%) 95.5%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 3008100
Range 3008100
Interquartile range 0

Descriptive statistics

Standard deviation 48145
Coef of variation 7.9953
Kurtosis 693.25
Mean 6021.6
MAD 11565
Skewness 19.165
Sum 457760000
Variance 2317900000
Memory size 593.9 KiB

saldo_var13
Numeric

Distinct count 859
Unique (%) 1.1%
Missing (%) 0.0%
Missing (n) 0
Mean 6487.9
Minimum 0
Maximum 1500000
Zeros (%) 94.9%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 1500
Maximum 1500000
Range 1500000
Interquartile range 0

Descriptive statistics

Standard deviation 38417
Coef of variation 5.9212
Kurtosis 108.14
Mean 6487.9
MAD 12333
Skewness 8.6058
Sum 493210000
Variance 1475800000
Memory size 593.9 KiB

saldo_var13_corto
Numeric

Distinct count 730
Unique (%) 1.0%
Missing (%) 0.0%
Missing (n) 0
Mean 4993.8
Minimum 0
Maximum 450000
Zeros (%) 95.9%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 450000
Range 450000
Interquartile range 0

Descriptive statistics

Standard deviation 32619
Coef of variation 6.532
Kurtosis 84.245
Mean 4993.8
MAD 9584.3
Skewness 8.5585
Sum 379630000
Variance 1064000000
Memory size 593.9 KiB

saldo_var13_largo
Numeric

Distinct count 229
Unique (%) 0.3%
Missing (%) 0.0%
Missing (n) 0
Mean 1493.7
Minimum 0
Maximum 1500000
Zeros (%) 99.0%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 1500000
Range 1500000
Interquartile range 0

Descriptive statistics

Standard deviation 20016
Coef of variation 13.401
Kurtosis 829.95
Mean 1493.7
MAD 2957.5
Skewness 22.53
Sum 113550000
Variance 400660000
Memory size 593.9 KiB

saldo_var13_medio
Numeric

Distinct count 3
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.51302
Minimum 0
Maximum 30000
Zeros (%) 100.0%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 30000
Range 30000
Interquartile range 0

Descriptive statistics

Standard deviation 113.6
Coef of variation 221.43
Kurtosis 64502
Mean 0.51302
MAD 1.026
Skewness 248.82
Sum 39000
Variance 12904
Memory size 593.9 KiB

saldo_var14
Numeric

Distinct count 345
Unique (%) 0.5%
Missing (%) 0.0%
Missing (n) 0
Mean 69.096
Minimum 0
Maximum 450000
Zeros (%) 99.5%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 450000
Range 450000
Interquartile range 0

Descriptive statistics

Standard deviation 2839.6
Coef of variation 41.097
Kurtosis 11751
Mean 69.096
MAD 137.58
Skewness 93.593
Sum 5252700
Variance 8063400
Memory size 593.9 KiB

saldo_var17
Numeric

Distinct count 111
Unique (%) 0.1%
Missing (%) 0.0%
Missing (n) 0
Mean 183.41
Minimum 0
Maximum 6119500
Zeros (%) 99.9%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 6119500
Range 6119500
Interquartile range 0

Descriptive statistics

Standard deviation 22698
Coef of variation 123.76
Kurtosis 69506
Mean 183.41
MAD 366.28
Skewness 258.44
Sum 13943000
Variance 515210000
Memory size 593.9 KiB

saldo_var18
Highly correlated

This variable is highly correlated with saldo_var1 and should be ignored for analysis

Correlation 0.99986

saldo_var20
Numeric

Distinct count 176
Unique (%) 0.2%
Missing (%) 0.0%
Missing (n) 0
Mean 27.399
Minimum 0
Maximum 455860
Zeros (%) 99.7%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 455860
Range 455860
Interquartile range 0

Descriptive statistics

Standard deviation 2477.8
Coef of variation 90.433
Kurtosis 28984
Mean 27.399
MAD 54.655
Skewness 163.86
Sum 2082900
Variance 6139500
Memory size 593.9 KiB

saldo_var24
Highly correlated

This variable is highly correlated with saldo_var12 and should be ignored for analysis

Correlation 0.99693

saldo_var25
Highly correlated

This variable is highly correlated with saldo_var26 and should be ignored for analysis

Correlation 0.98523

saldo_var26
Numeric

Distinct count 1592
Unique (%) 2.1%
Missing (%) 0.0%
Missing (n) 0
Mean 76.082
Minimum 0
Maximum 69757
Zeros (%) 97.5%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 69757
Range 69757
Interquartile range 0

Descriptive statistics

Standard deviation 739.78
Coef of variation 9.7235
Kurtosis 1945.4
Mean 76.082
MAD 148.42
Skewness 30.322
Sum 5783700
Variance 547270
Memory size 593.9 KiB

saldo_var27
Constant

This variable is constant and should be ignored for analysis

Constant value 0

saldo_var28
Constant

This variable is constant and should be ignored for analysis

Constant value 0

saldo_var29
Highly correlated

This variable is highly correlated with saldo_var6 and should be ignored for analysis

Correlation 1

saldo_var2_ult1
Constant

This variable is constant and should be ignored for analysis

Constant value 0

saldo_var30
Numeric

Distinct count 16940
Unique (%) 22.3%
Missing (%) 0.0%
Missing (n) 0
Mean 13680
Minimum -4942.3
Maximum 3458100
Zeros (%) 26.7%

Quantile statistics

Minimum -4942.3
5-th percentile 0
Q1 0
Median 3
Q3 235.99
95-th percentile 90000
Maximum 3458100
Range 3463000
Interquartile range 235.99

Descriptive statistics

Standard deviation 63014
Coef of variation 4.6064
Kurtosis 325.85
Mean 13680
MAD 24012
Skewness 11.884
Sum 1039900000
Variance 3970800000
Memory size 593.9 KiB

saldo_var31
Highly correlated

This variable is highly correlated with saldo_var17 and should be ignored for analysis

Correlation 0.97402

saldo_var32
Numeric

Distinct count 75
Unique (%) 0.1%
Missing (%) 0.0%
Missing (n) 0
Mean 3.3459
Minimum 0
Maximum 12211
Zeros (%) 99.9%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 12211
Range 12211
Interquartile range 0

Descriptive statistics

Standard deviation 126.68
Coef of variation 37.861
Kurtosis 3205
Mean 3.3459
MAD 6.6847
Skewness 50.927
Sum 254360
Variance 16048
Memory size 593.9 KiB

saldo_var33
Numeric

Distinct count 48
Unique (%) 0.1%
Missing (%) 0.0%
Missing (n) 0
Mean 12.532
Minimum 0
Maximum 142080
Zeros (%) 99.9%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 142080
Range 142080
Interquartile range 0

Descriptive statistics

Standard deviation 797.84
Coef of variation 63.662
Kurtosis 15289
Mean 12.532
MAD 25.049
Skewness 106.97
Sum 952710
Variance 636550
Memory size 593.9 KiB

saldo_var34
Highly correlated

This variable is highly correlated with num_var34 and should be ignored for analysis

Correlation 0.92468

saldo_var37
Numeric

Distinct count 4041
Unique (%) 5.3%
Missing (%) 0.0%
Missing (n) 0
Mean 36.907
Minimum 0
Maximum 60000
Zeros (%) 93.5%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 75
Maximum 60000
Range 60000
Interquartile range 0

Descriptive statistics

Standard deviation 472.1
Coef of variation 12.792
Kurtosis 7097.3
Mean 36.907
MAD 69.246
Skewness 70.206
Sum 2805700
Variance 222880
Memory size 593.9 KiB

saldo_var40
Numeric

Distinct count 282
Unique (%) 0.4%
Missing (%) 0.0%
Missing (n) 0
Mean 4.3686
Minimum -0.9
Maximum 8192.6
Zeros (%) 99.6%

Quantile statistics

Minimum -0.9
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 8192.6
Range 8193.5
Interquartile range 0

Descriptive statistics

Standard deviation 113.97
Coef of variation 26.088
Kurtosis 2208.6
Mean 4.3686
MAD 8.7048
Skewness 42.157
Sum 332100
Variance 12989
Memory size 593.9 KiB

saldo_var41
Constant

This variable is constant and should be ignored for analysis

Constant value 0

saldo_var42
Highly correlated

This variable is highly correlated with saldo_var24 and should be ignored for analysis

Correlation 0.97527

saldo_var44
Numeric

Distinct count 129
Unique (%) 0.2%
Missing (%) 0.0%
Missing (n) 0
Mean 96.353
Minimum 0
Maximum 740010
Zeros (%) 99.8%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 740010
Range 740010
Interquartile range 0

Descriptive statistics

Standard deviation 5218.4
Coef of variation 54.16
Kurtosis 11651
Mean 96.353
MAD 192.39
Skewness 98.928
Sum 7324700
Variance 27232000
Memory size 593.9 KiB

saldo_var46
Constant

This variable is constant and should be ignored for analysis

Constant value 0

saldo_var5
Numeric

Distinct count 11642
Unique (%) 15.3%
Missing (%) 0.0%
Missing (n) 0
Mean 1028.5
Minimum -2895.7
Maximum 619330
Zeros (%) 33.6%

Quantile statistics

Minimum -2895.7
5-th percentile 0
Q1 0
Median 3
Q3 90
95-th percentile 2826.5
Maximum 619330
Range 622220
Interquartile range 90

Descriptive statistics

Standard deviation 9852.1
Coef of variation 9.5794
Kurtosis 1030.2
Mean 1028.5
MAD 1760.4
Skewness 26.986
Sum 78184000
Variance 97065000
Memory size 593.9 KiB

saldo_var6
Highly correlated

This variable is highly correlated with num_var29 and should be ignored for analysis

Correlation 0.97243

saldo_var8
Numeric

Distinct count 1989
Unique (%) 2.6%
Missing (%) 0.0%
Missing (n) 0
Mean 141.23
Minimum -4942.3
Maximum 240040
Zeros (%) 97.1%

Quantile statistics

Minimum -4942.3
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 240040
Range 244990
Interquartile range 0

Descriptive statistics

Standard deviation 2515.7
Coef of variation 17.813
Kurtosis 3832.7
Mean 141.23
MAD 276.12
Skewness 53.51
Sum 10736000
Variance 6328500
Memory size 593.9 KiB

var15
Numeric

Distinct count 100
Unique (%) 0.1%
Missing (%) 0.0%
Missing (n) 0
Mean 33.213
Minimum 5
Maximum 105
Zeros (%) 0.0%

Quantile statistics

Minimum 5
5-th percentile 23
Q1 23
Median 28
Q3 40
95-th percentile 60
Maximum 105
Range 100
Interquartile range 17

Descriptive statistics

Standard deviation 12.956
Coef of variation 0.3901
Kurtosis 2.5199
Mean 33.213
MAD 10.144
Skewness 1.5784
Sum 2524842
Variance 167.87
Memory size 593.9 KiB

var21
Numeric

Distinct count 24
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 32.549
Minimum 0
Maximum 30000
Zeros (%) 98.9%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 30000
Range 30000
Interquartile range 0

Descriptive statistics

Standard deviation 393.83
Coef of variation 12.1
Kurtosis 753.67
Mean 32.549
MAD 64.355
Skewness 20.538
Sum 2474400
Variance 155110
Memory size 593.9 KiB

var3
Numeric

Distinct count 208
Unique (%) 0.3%
Missing (%) 0.0%
Missing (n) 0
Mean -1523.2
Minimum -999999
Maximum 238
Zeros (%) 0.1%

Quantile statistics

Minimum -999999
5-th percentile 2
Q1 2
Median 2
Q3 2
95-th percentile 2
Maximum 238
Range 1000237
Interquartile range 0

Descriptive statistics

Standard deviation 39033
Coef of variation -25.626
Kurtosis 650.39
Mean -1523.2
MAD 3047.2
Skewness -25.542
Sum -115793609
Variance 1523600000
Memory size 593.9 KiB

var36
Numeric

Distinct count 5
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 40.449
Minimum 0
Maximum 99
Zeros (%) 0.5%

Quantile statistics

Minimum 0
5-th percentile 1
Q1 2
Median 3
Q3 99
95-th percentile 99
Maximum 99
Range 99
Interquartile range 97

Descriptive statistics

Standard deviation 47.363
Coef of variation 1.1709
Kurtosis -1.8169
Mean 40.449
MAD 46.311
Skewness 0.42688
Sum 3074939
Variance 2243.2
Memory size 593.9 KiB

var38
Numeric

Distinct count 57736
Unique (%) 75.9%
Missing (%) 0.0%
Missing (n) 0
Mean 117240
Minimum 5163.8
Maximum 22035000
Zeros (%) 0.0%

Quantile statistics

Minimum 5163.8
5-th percentile 39256
Q1 67871
Median 106410
Q3 118760
95-th percentile 242780
Maximum 22035000
Range 22030000
Interquartile range 50886

Descriptive statistics

Standard deviation 182660
Coef of variation 1.5581
Kurtosis 4219.9
Mean 117240
MAD 50064
Skewness 51.275
Sum 8912300000
Variance 33366000000
Memory size 593.9 KiB

Sample

ID var3 var15 imp_ent_var16_ult1 imp_op_var39_comer_ult1 imp_op_var39_comer_ult3 imp_op_var40_comer_ult1 imp_op_var40_comer_ult3 imp_op_var40_efect_ult1 imp_op_var40_efect_ult3 imp_op_var40_ult1 imp_op_var41_comer_ult1 imp_op_var41_comer_ult3 imp_op_var41_efect_ult1 imp_op_var41_efect_ult3 imp_op_var41_ult1 imp_op_var39_efect_ult1 imp_op_var39_efect_ult3 imp_op_var39_ult1 imp_sal_var16_ult1 ind_var1_0 ind_var1 ind_var2_0 ind_var2 ind_var5_0 ind_var5 ind_var6_0 ind_var6 ind_var8_0 ind_var8 ind_var12_0 ind_var12 ind_var13_0 ind_var13_corto_0 ind_var13_corto ind_var13_largo_0 ind_var13_largo ind_var13_medio_0 ind_var13_medio ind_var13 ind_var14_0 ind_var14 ind_var17_0 ind_var17 ind_var18_0 ind_var18 ind_var19 ind_var20_0 ind_var20 ind_var24_0 ind_var24 ind_var25_cte ind_var26_0 ind_var26_cte ind_var26 ind_var25_0 ind_var25 ind_var27_0 ind_var28_0 ind_var28 ind_var27 ind_var29_0 ind_var29 ind_var30_0 ind_var30 ind_var31_0 ind_var31 ind_var32_cte ind_var32_0 ind_var32 ind_var33_0 ind_var33 ind_var34_0 ind_var34 ind_var37_cte ind_var37_0 ind_var37 ind_var39_0 ind_var40_0 ind_var40 ind_var41_0 ind_var41 ind_var39 ind_var44_0 ind_var44 ind_var46_0 ind_var46 num_var1_0 num_var1 num_var4 num_var5_0 num_var5 num_var6_0 num_var6 num_var8_0 num_var8 num_var12_0 num_var12 num_var13_0 num_var13_corto_0 num_var13_corto num_var13_largo_0 num_var13_largo num_var13_medio_0 num_var13_medio num_var13 num_var14_0 num_var14 num_var17_0 num_var17 num_var18_0 num_var18 num_var20_0 num_var20 num_var24_0 num_var24 num_var26_0 num_var26 num_var25_0 num_var25 num_op_var40_hace2 num_op_var40_hace3 num_op_var40_ult1 num_op_var40_ult3 num_op_var41_hace2 num_op_var41_hace3 num_op_var41_ult1 num_op_var41_ult3 num_op_var39_hace2 num_op_var39_hace3 num_op_var39_ult1 num_op_var39_ult3 num_var27_0 num_var28_0 num_var28 num_var27 num_var29_0 num_var29 num_var30_0 num_var30 num_var31_0 num_var31 num_var32_0 num_var32 num_var33_0 num_var33 num_var34_0 num_var34 num_var35 num_var37_med_ult2 num_var37_0 num_var37 num_var39_0 num_var40_0 num_var40 num_var41_0 num_var41 num_var39 num_var42_0 num_var42 num_var44_0 num_var44 num_var46_0 num_var46 saldo_var1 saldo_var5 saldo_var6 saldo_var8 saldo_var12 saldo_var13_corto saldo_var13_largo saldo_var13_medio saldo_var13 saldo_var14 saldo_var17 saldo_var18 saldo_var20 saldo_var24 saldo_var26 saldo_var25 saldo_var28 saldo_var27 saldo_var29 saldo_var30 saldo_var31 saldo_var32 saldo_var33 saldo_var34 saldo_var37 saldo_var40 saldo_var41 saldo_var42 saldo_var44 saldo_var46 var36 delta_imp_amort_var18_1y3 delta_imp_amort_var34_1y3 delta_imp_aport_var13_1y3 delta_imp_aport_var17_1y3 delta_imp_aport_var33_1y3 delta_imp_compra_var44_1y3 delta_imp_reemb_var13_1y3 delta_imp_reemb_var17_1y3 delta_imp_reemb_var33_1y3 delta_imp_trasp_var17_in_1y3 delta_imp_trasp_var17_out_1y3 delta_imp_trasp_var33_in_1y3 delta_imp_trasp_var33_out_1y3 delta_imp_venta_var44_1y3 delta_num_aport_var13_1y3 delta_num_aport_var17_1y3 delta_num_aport_var33_1y3 delta_num_compra_var44_1y3 delta_num_reemb_var13_1y3 delta_num_reemb_var17_1y3 delta_num_reemb_var33_1y3 delta_num_trasp_var17_in_1y3 delta_num_trasp_var17_out_1y3 delta_num_trasp_var33_in_1y3 delta_num_trasp_var33_out_1y3 delta_num_venta_var44_1y3 imp_amort_var18_hace3 imp_amort_var18_ult1 imp_amort_var34_hace3 imp_amort_var34_ult1 imp_aport_var13_hace3 imp_aport_var13_ult1 imp_aport_var17_hace3 imp_aport_var17_ult1 imp_aport_var33_hace3 imp_aport_var33_ult1 imp_var7_emit_ult1 imp_var7_recib_ult1 imp_compra_var44_hace3 imp_compra_var44_ult1 imp_reemb_var13_hace3 imp_reemb_var13_ult1 imp_reemb_var17_hace3 imp_reemb_var17_ult1 imp_reemb_var33_hace3 imp_reemb_var33_ult1 imp_var43_emit_ult1 imp_trans_var37_ult1 imp_trasp_var17_in_hace3 imp_trasp_var17_in_ult1 imp_trasp_var17_out_hace3 imp_trasp_var17_out_ult1 imp_trasp_var33_in_hace3 imp_trasp_var33_in_ult1 imp_trasp_var33_out_hace3 imp_trasp_var33_out_ult1 imp_venta_var44_hace3 imp_venta_var44_ult1 ind_var7_emit_ult1 ind_var7_recib_ult1 ind_var10_ult1 ind_var10cte_ult1 ind_var9_cte_ult1 ind_var9_ult1 ind_var43_emit_ult1 ind_var43_recib_ult1 var21 num_var2_0_ult1 num_var2_ult1 num_aport_var13_hace3 num_aport_var13_ult1 num_aport_var17_hace3 num_aport_var17_ult1 num_aport_var33_hace3 num_aport_var33_ult1 num_var7_emit_ult1 num_var7_recib_ult1 num_compra_var44_hace3 num_compra_var44_ult1 num_ent_var16_ult1 num_var22_hace2 num_var22_hace3 num_var22_ult1 num_var22_ult3 num_med_var22_ult3 num_med_var45_ult3 num_meses_var5_ult3 num_meses_var8_ult3 num_meses_var12_ult3 num_meses_var13_corto_ult3 num_meses_var13_largo_ult3 num_meses_var13_medio_ult3 num_meses_var17_ult3 num_meses_var29_ult3 num_meses_var33_ult3 num_meses_var39_vig_ult3 num_meses_var44_ult3 num_op_var39_comer_ult1 num_op_var39_comer_ult3 num_op_var40_comer_ult1 num_op_var40_comer_ult3 num_op_var40_efect_ult1 num_op_var40_efect_ult3 num_op_var41_comer_ult1 num_op_var41_comer_ult3 num_op_var41_efect_ult1 num_op_var41_efect_ult3 num_op_var39_efect_ult1 num_op_var39_efect_ult3 num_reemb_var13_hace3 num_reemb_var13_ult1 num_reemb_var17_hace3 num_reemb_var17_ult1 num_reemb_var33_hace3 num_reemb_var33_ult1 num_sal_var16_ult1 num_var43_emit_ult1 num_var43_recib_ult1 num_trasp_var11_ult1 num_trasp_var17_in_hace3 num_trasp_var17_in_ult1 num_trasp_var17_out_hace3 num_trasp_var17_out_ult1 num_trasp_var33_in_hace3 num_trasp_var33_in_ult1 num_trasp_var33_out_hace3 num_trasp_var33_out_ult1 num_venta_var44_hace3 num_venta_var44_ult1 num_var45_hace2 num_var45_hace3 num_var45_ult1 num_var45_ult3 saldo_var2_ult1 saldo_medio_var5_hace2 saldo_medio_var5_hace3 saldo_medio_var5_ult1 saldo_medio_var5_ult3 saldo_medio_var8_hace2 saldo_medio_var8_hace3 saldo_medio_var8_ult1 saldo_medio_var8_ult3 saldo_medio_var12_hace2 saldo_medio_var12_hace3 saldo_medio_var12_ult1 saldo_medio_var12_ult3 saldo_medio_var13_corto_hace2 saldo_medio_var13_corto_hace3 saldo_medio_var13_corto_ult1 saldo_medio_var13_corto_ult3 saldo_medio_var13_largo_hace2 saldo_medio_var13_largo_hace3 saldo_medio_var13_largo_ult1 saldo_medio_var13_largo_ult3 saldo_medio_var13_medio_hace2 saldo_medio_var13_medio_hace3 saldo_medio_var13_medio_ult1 saldo_medio_var13_medio_ult3 saldo_medio_var17_hace2 saldo_medio_var17_hace3 saldo_medio_var17_ult1 saldo_medio_var17_ult3 saldo_medio_var29_hace2 saldo_medio_var29_hace3 saldo_medio_var29_ult1 saldo_medio_var29_ult3 saldo_medio_var33_hace2 saldo_medio_var33_hace3 saldo_medio_var33_ult1 saldo_medio_var33_ult3 saldo_medio_var44_hace2 saldo_medio_var44_hace3 saldo_medio_var44_ult1 saldo_medio_var44_ult3 var38 TARGET
0 1 2 23 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 3 0 0 3 0 0 0 0 0 0 0.00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.00 0 0 0 0 0.00 0 0 0.00 0 0 99 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.00 0.00 0.00 0.00 0 0 0 0 0 0 0.00 0.00 0 0.00 0 0.00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 39205.170000 0
1 3 2 34 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 1 1 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 0 1 3 0 0 0 0 0 0 0 3 3 3 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 6 3 0 0 0 0 0 0 0 0 3 0 0 0 3 0 0 3 0 0 3 0 0 0 0 0 0 0.00 0 0 0 300 0 0 300 0 0 0 0 0 0 0 0 0 0 300.00 0 0 0 0 0.00 0 0 0.00 0 0 3 0 0 -1 0 0 0 0 0 0 0 0 0 0 0 -1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 300 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 3 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.00 88.89 0.00 0.00 0 0 0 0 0 0 0.00 0.00 300 122.22 300 240.75 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 49278.030000 0
2 4 2 23 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 0 1 3 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 3 0 0 0 0 0 0 0 0 3 0 0 0 3 0 0 3 0 0 3 3 0 0 0 0 0 3.00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3.00 0 0 0 0 0.00 0 0 3.00 0 0 99 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3.00 0.18 3.00 2.07 0 0 0 0 0 0 0.00 0.00 0 0.00 0 0.00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 67333.770000 0
3 8 2 37 0 195 195 0 0 0 0 0 195 195 0 0 195 0 0 195 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 1 1 1 1 0 0 1 0 0 0 0 0 0 0 0 3 3 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 9 9 0 0 9 9 0 0 0 0 0 0 3 3 0 0 0 0 0 0 0 0 9 6 6 6 3 0 0 3 0 0 3 3 0 0 0 0 0 70.62 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 70.62 0 0 0 0 34.95 0 0 70.62 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 3 0 15 2 0 0 0 0 0 0 0 0 1 0 9 9 0 0 0 0 9 9 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 27 3 18 48 0 186.09 0.00 91.56 138.84 0 0 0 0 0 0 0.00 0.00 0 0.00 0 0.00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 64007.970000 0
4 10 2 39 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 0 1 3 0 0 0 0 0 3 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 6 3 0 0 0 0 0 0 0 0 3 0 0 0 3 0 0 3 0 0 6 3 0 0 0 0 0 0.00 0 0 135003 0 0 0 0 0 0 0 0 135003 0 0 0 0 0 135003.00 0 0 0 0 0.00 0 0 135003.00 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 135003 270003 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 6 9 3 0 3 0 1 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 6 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3.00 0.30 40501.08 13501.47 0 0 0 0 0 0 85501.89 85501.89 0 0.00 0 0.00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 117310.979016 0
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